{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8d7b40dc",
   "metadata": {},
   "source": [
    "# 使用clip模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "78141a61",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import cv2\n",
    "import torch\n",
    "import torchvision.transforms as transforms\n",
    "import transformers\n",
    "from transformers import CLIPProcessor, CLIPModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ec04a57c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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c/bWLzZ0vvvKZs/H//LVv/+4Prn6iDoKf6AD41Tcf/q//3S996ZWLB6v1WswHGYdBDcmkoiIoaExTnbNlUgkTOS6vvtZ7owrPtWz7Lm5mzycV/a84tGBxoO4coZXja5IUgeqz3CMiJEUAV1FVdCRHVW1Je57PfJaSo19UPSCnvVSo+6mv7OWcAfTAkjhiPsd1vLysqB9q8QN+Kqp2PCiWT41nDS8SomqAPNe5E7Hreff25Xy2Km+8cI7WYNqbfTjcwQS7DkG6okd0YWEkp1oBJJgggkIhnaQhBpWLzfiV1x7+x2v/b7/xzt/7vfeneNbE+PFeP6EBcDH6f/Tzn/4bX/38G/fXp2sb3REyjLYqOk07QpJeM13ATKjWWs1MRKMFDmt3miZ3n+cZWDbsvrCexxlFpXg5LiZ5nsyzQJx8toGTuZwqaiakgpzmSUDt+38QgsE9yeSyRZqZmfVFGJH9r5lJpqgInxUkiBzcdRjAXpUKBcnoa9rMOuNfRI8st/6mkp0RHQfgiJkZgQWmIiCiEFFEZkaKitJaptgBRZXU5JzD07j9/Mv3762KigZDKMdgJdD3+14K9VTv2GlLLsdUIpkApP/rqJiCKbLejG/53fOV3T3f/Fe/9faT3fyTgJP+JAbApy9W/9u/8pV/53Ov3DsdN5thMBOkmCh0NzdIiQgFByiCIorKUQYGkcyuLDkk7p3LcIQmRWQ/76EopZRStNhAs4QsC4giEOkbH4QpSbY2RwzD8Hw2pUDMrR8ORQsUJGrCivWcSTKZTYTSX/qwbbv37Z9mQnok1LRHWqu11oYMc3WzTnN296RFHIoRiIlLx5gONDsQLr1drcQxTepQEQZTirRGUVMVxVIAE5ClWa2UFEA8tnuRzeaNMp5IIIoBSQSSUFAkJCKp0pe5AMIUebaISWayk8AzGwFSggv5VUFb+Yt68ZdseHlTfuN7H/2DP3j0Y+cR/cQFwJv3z/73/95Xf/7Nl+9sbFNsGPp2DXZRbLRj4iEiGeHmvSvZl1et+46IP594HJMBMxtKEdO+m0ZtJEVtsOGYVR/2zIXp6e7jOC6Y0iGu+ou31iJiHMe+Fo+/5dAW6DJGHEuRnp9ERO+mAWqqc7TaKskkxVRdoQgV6wgVKKLqxkCvWGvEUExFW2tHCtLCpU4IpFiBSHZkUwRqAqggmAEmkkKYaNKSAo1A1yc3XT+O7WyyWo0ZTTzIkExk1taQIqbtyNwmmSnPkqNjqSOEcCG5Lofqsd0kIoPrxcnqUy89GFbrk836v/3mDx5vf5zE0p+gAFCRX3vrpf/lL3/uS68+vHvmJ6M6lJnRH60gnsuk+2Ii0Vqb53kBczJNUUrpqXaXEeKQ/XeMXCCDLZC5EqomkNbagqgciMciz6CkI2hzPASOZUMPCQC1VlU7/i5VDS77dg+MvjEf0SQ51LUSmbWl4PTsrGVAeARqIwIEAiJiehCCJVPAJEzZcw1Ix1xNTfTQfUO/XSIwkioYFB3+p0BFKtEAQQIS0MbyZCu//YfvPnK7Hu41H0Qph3a4UFokuDBEsLBfyUO7un9SVRWx54v+fi11h4CAClaGi1XRe6eD+8tn47965/E/+s5HH+vS+u+5flICQEX+2pdf/Z//0ltffunkbGUrExfJiFabq2XrHc2MbH0dH3/KzVW1lOLujCTbEbTpy/R5GLR/MQ80GxDZwlTVygFC6QXAAZVf0vdlh8sDd2B5oCI9PA6RY8dIAyAqfK6HcEzDcMBbM8jK1kJF1K0MBak9sejfvNTr4h0XWtq/JIXM4PGCaBk6U09Uo9WeeSUXIlP/VKFAp472NZ0uCUHuar3Zx0e39VuX19vVpjF+58nT5ucvnq5P1AZ1RLgaNVKS4LNC3Aw4tt54COk46OGAA+oFLMySXnCoyGjKoei5jIKN+9WUv/3ukx9LMvSTEgB//Suv/c9+5Qtv3VtdjGU1uJu0NptqbXNQkVDxZIUuUMyS2UOOUI+qmqrZ0AOg1vpv8sYAKISRR1ylUxuO2cthlR94OM+hKP0rPSSOzzsiOnzU/9y/bRgGM0ukQo8Lrn9D/56+LEwsDrUqYAlmZhfFm5mKJJmREOGijUFHXAmy+woB7paqPNnIMCig7h7RN2TNw6LMlEThIVHqnzBtP/O61ndv6qNte7Kvl8Owuv/grE772r7xtO0k7w56MfhmKO6prQmaHAgaywd5LlD7/clEv+3HG87exGBmPwRERNUUnrFyl80KxF/90uvX+/qHj28+iaX2R6+fiAB468W7f+eX3nj97ngyDAZlRk956zx1Ba2omptBO2rxrEvFzEjmYYnLgnYkswxlkCGW/md2LKg//8H8+MB65LDz9JmZUF2g7cOZvnCPj2lu/6uZqRlEIsLc1ZyEmQKy1Kuq0WY8x1prB7nwIS8CBD4UdUuTTk9SiBKIhJkkBBJMQJHZyT8JqildVVVUe9mvIXk7QRVOtGAnu5EQqBqpvQ5fJJqBufFqrj+43X33ye2jmhXwzXo1a+N+3aDD2oHLGZfT9mKNh5vVuRUDlekdJROBCZO1NSW8lM5W6jBXy+w7fjIlmYE52vHgANgL32KaDAx2zpIm/9Ovfuo//9offuvx9hNeez/+AHjtzuZ/95d/6vWL4cRk6BhfY62NhozevmE/SFW1WDkg8f3pR5eak0xQRBsTQRExOUpyGw8cB/ReqSypfET0gqHzf7DoEHlAbLwX033z7sARgL7fi6l0wpuKdILRUpgSKjWawVQ9F0cqBRjZCJqZeVGzaZrEBepzBhpqrS2CEemmhK16KwwiCldNFVMCiBB3cWMLVaMaa0StEGm1SmsC6TsGqdNcKVwYSwhmtMS24bbKe7f83uX2kq2sRw+q+7ZxGEvLQEIym/iTW3447x7t6mfunL28Xpe0xIJcCgozlhYdkBAmkgyiQ1Q9V8pgJEhJHuhGQJf9R4QIzTCOcmoAV3/9y6/8n37ju4+3n6ghxY85AC5G/zu/8MabD1aDqQIZLQ81XK2Nz7Qmcky4cUiyzXQ1lIxn5IUDPfM5JBTiB7JXJhXPCrQjMHrM1I/HwjNg/sAdINmJceY+qB7L4mc0AZCMY1x1gOgI+S9s0EM13D9Ia00hGYTA3fsyNXUppgTUSEAJNwoC0SGXBJ3JoGaiEQKjQCSRAK1jky2DSEqtlYgF3JWMREu9nvl0N31w23apYqvVai2RUExtB4Y6ig4xNYFTpFa+v9s5dSWnD1eWCYK9Xe3mdJMIJlsEzGoSJgpZyEhdeIxc0rZDKZzPimeIwsRGTVJfunf677718P/yW+99ktjojzMAVsX+zi+9+auffXi2xnq1LmaSXFotEZGhh9pRDo1YAL0MXZajuWDJvDvf66hwOuamtvRusjsStmjH1+xlbg+q51lActCdHMlwR+gmMwVw9zzERkfxM4/1w5Llu3tmTtPUi5DWWoJeSv9670B3ia+qgcgIEWFURZooFdJ/BWjF0DEUAECaqXtKiAhMGVQfBEkERaECCcHyGTuPqGYE2VK3kU/meLqfH+356HobEpvVmWq2aNe30+XVtZquL9ZZ61x3UKmh2xn1o2sXji+cn7gtB+VBsw9xkGqJIGMnJLMRTHTiEHggZ/THceidPcNNVeDmpeDkBF9+9d4fPrr9zXcuP7FF+GMLgJXr/+qXP/fXvvLaxVrW46r3g5IL1wUiwzDogddwTJ2PP/48c6HnJCQPKvVnTEmV5QHwIOY6ojfPo0Od+dNfpL9g/y3S30a3gRDpuXsHkchO2FxiUkTIP0IQOkbCkWhEgTxHwstMUwsIyWR6r3qJiKTCdejlIlylOCTEFGrCSBV479SlFk9Ea5Oa946wqaZIJs3E3bNlRrbMSkyNT3ft8RxPp/buo6ePr69ERZqsV+PV7vaddz+62d1uTtfuZe0umSnM4FRbY3u03b7azkZTF6A30XoXO1NFAK1tjuxCNxUDmOiq6cOdXJ4ge328qBmWqMgQ6Oh6vh5+9c0Xv/dk9+STag78eAJgXex/8Ytv/foXX3vxbDSTQd3U+m7t7gIQMuecf7SFdGTRHEGGaUo9lGWZIZSIvj86kxAxd9EjC54AyiiKZ6QagUR2guQz5KfW2mNjtVqJCBcnNjyHbCwr+6gI6xyHPOjOcJTnHgAiEamtRWbnReOgR2NmJt1sGMeeFFF62iYwV6YMDrfs1S4jM5WgSv+S5jEtz6Xtlrm4rYu6e2RrEgQquK1xM7WbOW9qe3p9fb3dFi9Pdf/R5fbxzfXjDx/5MKzSbm5ruphYo0RrjkZpl/vd4+3uvJx0HtSiKk5aJyC2qHOtcwPy4PTFlENRdXhqJEX038xvhFSmMkf3BxcnX33t/j/4xnsf4/p77voxBMDo+h/9wht/7Ysvv3A6mKirKiCgm/X+UweY+yOmSFsIDohWOwKhqq1z8cGeDmVGa82ly3IxFCfJ5Dw3H7TvNNGaiji6+aYd4J2lJ3DMcwAMw5CkuZm7LDwJ9v5WkofNS9SMIsEUU1eLFp2Iodads6AiYmqZrTUCWhzJI0zeMmuGdgPdodhqlEmQZG/CTRM8ACTSMCynF7R/fkBSlNqBJBeK9Gwws/uuqCtIqbkMHwiNxm2Nm8qZhKBNk0Wenq7OTk8ur64Gt/v3zsswZOb2+rbKtNmso6aoqGCqcXkzXW6naXNS3FLJCCadUcxatDrtI6Izp7gAd2YAFRRBi77PL6cxl8AQ9qW/OFZQZHA7HfKLL5799ruPP7z5JLjTn3QAjMX+9q98/t///CsvnJTR1XvtK1Rm5xVGNgizd3ogzOzwYjIyomNBKljEfswjfr9s0ocadFnfYNboGatBBy9YlmPz3g/ms57AEaoXETFFf0GV7MRjEVFlJvsBQi4K+mQ3rKoZunhBs8OXZhoZNZqaikhGoyjMWkeWiJYxdGabS0NGNLY6rlYpi42bmiHJCAxFASnOFtFSRdW13xyIIAhjZC6wqDCzGay12hItQxLZpNacaySyQF5+cC/IYRytWOaw2ViLMZN1DhGrtd3c3jRIi3a7r1Pl6OV6zqlxrYmEghTJwHbatlr7mamqpgayLVRAUqGwhTwCkr0ww/LGD8QJhYpJ11GMRV44H3/tCy/8p//i+5/AgvykA+Bv/fRn/oMvvPbS6bAZvbgqaf1IPaw/EZmmqacT/Z4xqVJUJQk366CMqLopIt28Y94uWmtVcwCd7q+qBCM5DENGCoRJEVjx3jWLTHbrKBE59PNlmdeichSRHZKu3t48FJdLdquq3dpkKCUPWpwjX4MHAU1EmHnvEz2DnnQhXqhIModhoLmogykuTEKt3wGJaBG9XWcka7A3L0RAYU0064JP+ELIAxZ3xMwktCu55laboKyH07NTqrQFQ9Myuqa3Fl7UzT/44NHtzbas1i3b5dXt45ttnadR87N3TzdlFMDJyFRQRbqYoad2yxlO7R23YHYE44hbAACk1laPhVY/YEXNFYFx8LPN8NYL57/46fv/7Lsffdx40CcaAPdOV7/+xZcfbmR0FlMTKKmAqTCzHhLxBddvIdCOHMdcdViMR3qd0HulambmACPZycBHUUt/kWAek3gQLZqZmlvPqSiwofRgQC4VcH+rlGc46REyygOaB2CaJhuKdqpeC7aEGg7GQbVWUeEhclprpZRgHgvlZy9LJGHmIFprmszIRK8mJeqSxCRTVBmJjqKrolP1VSTBouomqUKIObNFbd3wqpN3GOgNgQRqBlsdViUhrC26pixAYJ7b7e3OzG+3uxopLaZab253Ty9v9/v9h3euGqNlsCaYCEy1ahz2/i59JoIAFzKI5DOLbHnO7YuQOOwUyzkh0MU2QFejnKf86ude/O7j2/evP1498ScaAH/1i6++cr5aqRZVt97X71usiorwGQSJvqPwmYSlL/fWorijn5sC61RHNSECMLUjnlNrVdVkZjTBUNx10Xk1FZOevnfKQ2a0GEvBc9yV4OLMc2wOmBkzO0bUYSKSfRUjSQVVnsc9I9Ld+764oFKqiFz6aL3VIEIc/FFUDniuqFq21klwFO1Kfxx41TDtnYtoDQeDCCGY5DI1I2ELR7RFtMiAUUTdzAyZNdqwXrW5TXWa5qgtUjSz3e72t7t9net+mt2HqdbWIlpmayYikb2fYgoNRk3Waip9P1oqKFKz2ygRhJllCzzHIDqcBzgeCCQZEsz+/KEI5uh6sSq//taL/+lvfr9+nOqZTy4Avvr63b/5M6+fDmJldFeQrooUU3UoROJQj3YGW0b2NNEO0LNSXLtRM0zURPriUlG4tmh5KAaOv1T7ybogNl5rLYOr25I/LL2Cjk6CRDK7336vlI/2Ix3xxiKjER55nUAsCsiMFl4Wbnbn2/RG8tHAMEhS+k7ZAaLu8sC+6EUpSkiKiCikDxAQMCU7xZiiBlJqpDBaRIQVlxTWCBW1bldKKMRNaKpUpbLvyDCzMg5WWRkdudnP027XasvdNEPz6vpmv5vm2jLpvhrHzVDydHObyZj3Dy5OTRVd/dwCLYuYuy6wW2cE9rwuCZGF6XTcQo7qGXLBhY8sKelOTNKSQoba2ixX5dMP73zlpcuvvfP041uWn1AA3N8M/+HPvfniZhiLqDTQ2bEVCBMhvaqzjOxbnYuJL+nE8hKkqRqeyXaxkBaW5Tj42A5HBw5dswShiMxo0b0AEWxTk65vhEGYgECmg0uzmWpmt3tWtc4SgpqogaitquowrqA080X7tJz+umgsM0V1Na5btM5vGMehlKJcaHa9RjezVluAEDUtZkMU6KHuqdG0y4EhiGAERDShbgEkRcxAUAwukgC7douSVEE2AZAk1SDKhBoGpbNlixCpuz1EXcZ5NzdhCOq0zwyqDuvVPE1qIUoVe/HFF8/v7J3tjVcfFB+aBFtrUQtgrsV1GAbr+mxCQCiUiMhsjeggbRfJUCkKSSaXm9r5KRCGdIlc9kxJvPhIuTgtf/HNl//g0c3N1D6mlflJBICK/M2vfvath+cr7eo7JkOoCZiXfnoHqBArvqSSQNZWa/VS7Og4dWxvqapqZiywjPR6j+ZOLuLXhQwMETNRmpelnBV1MRXN5RRgP6/1wCmqkcp0k6LW62MVrdESdPfBFnpcjdpiOiJIgLh7Jrfbq/1+f3Jy0vHNoYwk3QoFWZ8RuRfxjQoANa/7OVO22522WVQE0iLGcfRSlkaqiMoy/EVctNul9PccSWQvOEhmayKqxZswMimWFBiVacaTTblkC0g2ICPapMqxmLm0SQ1Du7q5uboxUKzs83pcrVfj4FYu1ps7FycEgmCkJlyoKuZWikPExSvJqAdJzAKHEuxcoE6jgPVqq7Pzlqd6aByQmRA1QboU2Bp87f7ZX//SS//Zb77zMU35+yQC4Fc/defX3nxwspLUJjoQupiCW3cgBCGS9OFZh2jp3ap02NtMzaxjngC0B4mKYNHI6nO2JS0aG+wA9tdo/bTtP9uikYswtxPaMrPPHXqWkoK1tZ4CiUi0UDM5yNuf4aSQTKo6gFrbPO3MrJTSmdg8GEd37kOLwKGwPgJBfYhGznXbrphCEbSJ6CyCbGXfB6r2Z+/Fe4YjsjQTap1LKT1b67w5ZoqpWInYhwhUIloGE2zRIus8z3W/e3p7WynzTKZIUS1DTvP2NliBFm2/882maRlHH0xGzcHiZBhHRUYLZB+I1oX37i5mINVMPcmI7DbaixZsSQizdwKe0aRxFMo8t1REkAxVKSZCwBMj3np48Quv3fy/v//041icH3sAnIzl1774qXsnbpqqVmglxVV7mSiA4ZnI6Fgq9T9YKebeV/eyBapERHZeIQGFqGVm96fpLyGqYkuVWdwNbK11WWM3xadIV1X2tFxFsrUj5gN0tlai1b7BD8NAIFo7GqVEpmTiEIAESxlSs5sOPXjw4Hk4q2/2aksH9Hl9WV/aqj276UJzMVUrSzUfEe2gPuvN8mQGaMIErRQxI9lqXfDXzNra1Nq+5dwyVXYta2AfOUVe7+YPr3ZvP73++ne+/fbT+SY9CVhZn5y7j6tRz0+H1WAnd87hpapkTRDIdrou5+enZk5GMEAOZl1+Ye69jOkIQapIwsy6AWWLA7LxnLPLMQbiUCblIlXA4bGomRYDIsXtzun6S689+O7V9P7l7ke+Pj/eAFDBr33h5S++fn8YxIwmbguy2ZkkmUnTLnCxTjnGYRUSFFXzIoK+XlXQSwXthNvemeo+gIs3OTonWbXzKY0Hc4ejV4o+p/BC39Qj+yZ9hCzVQBIZxVRMp3nqXbNnnQGRiBRREdnXfsIsXP9eBPPAxuu5fmZGjd5/6CVKHk4TiDCYEWwpYuaiEAWiNhEx0WQKMZbSm0faid6ZEIJo8wSVxVA68zioT2Rh4DklMgsF1JZ2puO9Ei9t7j69fHy5nWbYlPn0+lGCkFTp09BErYjIyWq4txm/+oXP3D89GUiJgDBaSIa6F3d3D5IZ6LoFFS9FAEYmExDy2ZZ/jIHjV7i4V/QezZIRqfY6CCJS3AmMJV68s/mLb774X37tuz/yROjjDYCXzzd/5QsvnQ7uIqpUMUKqpUlXGEkfpmtqkFTDUXELoI/mqlEBKe4+lL45iIi4CqAwFekT4zri3jJczYdS57qsVLIPJsIx8TgItM20u6QJWQ+Ip7uXUpJ9HnXW1lQ1MoG2DIUUWazVCLOhVyWtRVcfHMGQY6aEQ1HOg2Qsn/OCTj3YnbdkwLocghnJcRgXz6LBAdnN89GLN6NzwpPMbp84zfNcl/MqMiiqZsJ0VUBGt0TNBh/1zFeT4ZV8mDbm997/8HpSKU2isTKSsITsFZgmQ545Xr7z8I7JsN+OMljMYa5CVe3oj6iKqah2XitBEYNE79Af+KLPluwxxX0+EULvlgC6VASixzkMCjFY0fVgbzw8vViXHzlJ7uMNgF9769WH5+uFVUAkaUoCGWwZq2FwM4GYgoCJcKEE95mfXobBzUjWGkwUVwW67rq1GpAmypSM6Iokd2+RiZymlsyFMSqimqaqUCSlC4KFrR38EhekU8hFOCaq/WQGaiklkxNrZ0Ms4D2x30/DmOO46v3mnqnXCKA3aLseqxOkOwSvqZmCwBIhZn0qqtSIYSwq2moDDKoA5hYd9IyUyCoCWZqqaHGw5lRLkpW1dfUVarC2bIykLDO1xUxlhMNjNUo2nmS5f3EaNYW4+OjyB5fb65pzivrQ0ZliOD89u3fn7OUHJ3fWA2SeG25u47K11XrcjOO4XmlZV3KbgsahaJ92kHWWZAYXUBfJYIIqpkc7x4jMZ7rtJT2CMhkLP1S0z7MJEhKiqrIa/cL0Vz73wn/5W2//aJfoxxgAn7p38sufu3dRykoHkxAQIlSaqsNExIdRwEVXFWB3aIWYqkIwjnOtfbaclxJEtH44NA+oOZOAFC8iWWtlas4JU5ABq5ESUSPGcYzkXJuruS7EuF5OCCQaVaSx79DZi0vWILWbe077UJUgIqtpNx/vxDgTs9paGYqI1BbSj6OefxC5mA1aRBNAzaK2lO7NLkmpU3XVaCFqXfgD1zmTlf0w0YOntKhBpEXLWHx3etEZEQKYuKoLOtMhWyJSaiYBdzP3zESjS0GRxrop0sasJyvJHEqen5Ynt/ubfZ0iqdisxovz07H4nfPTzYqDITMSkqLiBWIt8mY/icqo9vR6mrKtx2F0H82KgmYUDWaFpGqaMp9pmpeb80fHZ1BFU1OegUOKhUbdmzyuOg4uhW+8cPd89cHVj3Q+38cYAH/lC6/d3QymFPZuCMnDqGcSZM1wFTcDYOaR2SLcXVRpGpH7uapqQvqsw7o4iYk2SifZq0z7adrvXa24twhBqmgnHvefrREiYmoEIg84DxfGsnT4/KCfJIjW5ZHLwKPozATAfegVQvdpE8U09WJDe0h03COju6QLAC9lQUCAbC0yRF20U5KEiZYLu6JFc8c8zW4u8oz1vSRUyOd7fL15vHiiEALMc+02o1SJZEB0qaY0iZad4qFBFnPXthqHs/VaRVfr4cEDPL29vdpuG6xGjMM4jq7AOMgweFEVoLU27XarYTTVrJWlMGM9DNM0tczLq5v1OK6Km3A1uJnUWs0dKtFZg10L3Ak/ZqTLc6m89B75c44V2RVsi/ZYi/lKWBIPz/BTr93/x3/wo2RKf1wB8NLZ6ufefGkzSFFRWSAzgK01U1OoqbYIEaVYT1yhEiqNMdjQMm/3cyllN8+Zyd0sIr1cgKCXpO5lTiaRViqQgTpHjdZr2Q74qKAsyUYU7T7jPQtPAtqfTRzsQ9AJeZm1PVttJJmimohMQpAEmCoWkZLshs7M6BKZzFxoMSqHqgMtGpNza+5atES27qve9Qa1VjMNUsxaElm7HLlnaLW1buZjql29kAcv0R5cM7LVzGQswx77ypGlejkga63FXNucPWQwrje62qwypmind85qtDpzt9uTrBECWa/XtIhWhzIwU0QzeX17O3pJUm19O00R0QLTnMFWU1ZjYU2bk+R2u9WD1uJkvXZ3QCIXBQUPBVKvyjL+9fVz9KMUwlWDNMXJ4F959f5vff/DH2Ff7GMJABX88udevrsWVYhqxywzF8NMoLdtpP/uWGyHHYqIUPdtxtxCzOck1VqmqJha6sLeCUREeiQ7LAPM+72rq8jcWlcJl1J6s2yeo7gAoKcuJN1OONAAkSGHsbpyGL+eLXt74fCBhKTkYgkY3SKKbNGGodQ5h6Es000TERxMp7mNKxeVudZezwXSrABaa7TWzft9N1czSyLm2jf70ZZmSH8nc62RDAEO+Gm3IFfVGgfgM5CJubY+GQkq5oU1cBCLZqaaNGJmVqBCKlg1A9IyajQvxdQ2xc436/1cb7f73X7fWphJGYY6VxVxM4Kr1Tpam1vkfm+GTOx30Wpc3k5Dsc1m9cLFiUa4uZjP+2m32213t7h/r3tLkjSmLRj24eY+ExotFzsZ8cBC6V5haVKKvHixevPB+W+98/hHtVY/lgA4XQ1/+QsvjtbziwUkPuDmEOnTLBbicG0BVYsmbkFM09yEWsq0bfM8twXMAUQaYUNhZuTMZGYMxcdxiLlmRLSpJzNmSjIQgnBXF2mZQqjkscdEZdfm9Xqre1rikGbUJZVPOdQM2aimkblwlnIhPU5zLaVMcyXT3QRsGb2BMLfoTpmqSgKi3eOOZCbLMHTzwGyt1rYQYDNDaJB5rugBCdQOqQCARKsiS3vuCDdlIppMtUUEVGmiKX0S/bHNJIkKzskQq8wAxeECETUbp6kyGZytGDGr5+pkSGI/7Yq7CtzdRUnUubl7jXne7YZVMS3mw35f1UsDPrq8bm06PxkHYvQSFhViZYxki5QOgplBVRMQQI8IKXCwKzaz3jTkMwhJBFTRwe1kLF99/cHXf/D0R8WQ+1gC4C+++eLdzWCEJixAA5bGEUETSufyighDKT4HkonWTY51P82i3DXZTTUyh9WqIfe7fVJwuzfTola8ILG/nYZeMppF76ZHHcwARuTgpSZqiqsiY+Zs6O5t3SqlT/rtwSXLVAEKyAgiQiBq1GXgRLLD1SIEIlIFagbRliBSJNlIQEyjn3aVyB5mh9l1rQGhqmI61SkzKbq0I5Z1ai21cekw1Fq73woFrcuIudiA9kIjki2TlDrXgFBNTCkyt0BLUWtdACFoLQmh2hwZkFazZlCQyRq43e1FbSiakSq6v70hRN32wdvd1s3XAwYvAPZtOrVVMudW245uBIyG/TwPQ6kt339y24b1CeVyu90Mtjk73d9sKU6ogMjWYm5iCjFVF1dKzw/QxUxLRNPMKIjeOVa4GMSoGBwv3lnfP1394PJH4yD0ow+AF0+HX37rBbgkE9DMJgrCOufMzKmaigRDJMlW2xSNkavNZjdNUspE3N5stzUjEib16VUZC2AIiZxH1SS324kRq9F3tztAhmEA2KKtV8McnKfZRVWqgKO7u43FyazZClQPYHwHztEPAh7qsORheBwlUxXJVKSoiFmL7Bu7Rhpp5i0yM82lqEK67XM/w0V6BcjFL7wfPpCASqJL2LveAUdlZqCp6kF3DzNt6KFo3QKeRGuIRCITaNkbIMt4pjYHVKAG1XmaU5ZkukVGSrBRdT+3BNWt1myRcwvR0qK2iDJ4Uu7cfzhN++ub22nf9vs9gO0wbFZrc21tTnIzroqNrdZS/PrmJjPdfapzB3A/evQEZ2fFcLWbR5Pi3hJtmov1PofhIJDMpf0FymK1K8kEKQeTDl3sd5cjQMzd1qO/8fDiJzcA/sKnXnjp/LT0XmIimIieR6AL/QTSs4NEevG5Rd+XP3r81Ffry93N7Tzv+8T0zNvdVsxOcTLvq6e5oTEIvbndFytl2ps7yJmICHer2z2I9Wq1n+bWanELpCX3tZlBgegNm86AiFCRQObczKzbo6tqbbEo5kFJMtORaqqQYEZmZLho92XAgvloErVFNwIB4WZ6sDJp0Tr2eixVxTT5zOpkrq2nAaZ2KBBJEilBJtJMKVIjmaiBFhlIqESwRUQykJ0nNNeqDiQrMddOZgBoNWJujWpwT0rdzrW1/VR301z7aEolt2R25oWO65NVTNGytjq1Nt1en5+fQ+T6dpuJlbmq3W63SbaI7W7XeUGmWtSfPH5aRhtWvgM3WlRCAZVWXAcvI8RARWdxIwUmuqSmi+QaS5/kmRWIqIpCvQyrsX3p5Tu/+b0Pt/OPoBT+EQfA+ar8yluvn1kZIYqAMKCZUEXxju9Ll65SJFWmOURt3tftfs9iN/v50XY/Jbe13d7eururD1qut3W/25+tztX9cru9vLlRG4tjUxStllJuO0zU0kyRuNxeu2q0JlJPVkNxU6EJiluF2sLCJ9hdzFJEaizqJNYWkaqGIzeOWUgnOxzRkhkUoZqoKLOTgIOqppJt2cszUZYBK33OIzIJalIOkinUWjuV6KBtJv1AjQIItAWxIpEi2lptwami53t1blCNYIpGYp4qBC0zW61JEWmRjRnM1iZCgqjZ9vU2QTMXkalFWKnZbqeamWR0LvcirzNPMkWmefZSPnr69Px0U3y4vbm9AU42m7F0RMjG1ar3HFumK9Xs+mZbYuXFdrl3iJu6yVqGKjm3duI6iCEziFAkQg+SsQU0PSABWChVoioqZq5D0Qdnw+cfnHzt3cs/+Yr9EQfAX/zsSw8vVoLMEHUcOB1KQXZ1x0J9RRA1M4V1qmwxmTZyn0gf3/vBBzXpwhrVjWpFiHG1mSQur/bb7SSig1EY+9RpmuJ223eLcRy1cXu77eJJFzXTmrvVakTmZjW0YDAM0uEogpIJhQmBTmpkRjKBpYWsmX299wZ2dhi0Acxki04mMlNbclkepH1AbztILoU/ut15UiQWfwSKOA4xs1gmiACI5wZ8dL/c1noIISgNbJlztBYhppEMZu127Mw52hxIqJlNrUUGBaTup7ll7qY5iJYMYJqmuTaKJgHRwRQZzISgC0130761ZqWIWAZbq1ubzlarYVzd3G6vrm6G4uLq7tM0tdZGjPv9HqfnRbVRdre7wctg7kWVoY3Xu/1qHE9XVufpYlgPh9J/0f3wiAc9m9NzhOY6q6p4GVzP1+Pd0xXwkxcAv/q5F4aVMBCAERQkVKHaJaAAVAlxswSvb28qOQyrjNhHNuJ6X99/fB3ikRmR69WYyd123oyrubXbtttNaHsMg5UBCV7d7rbbrbl1i8/r3R5JECbqaiZSXFtwN8+rcUhmcWti1pF7pPa7nCS7b1wDkZmILOaq2npTjFIZy9ml2r3WQGFrEGGSAogic7GyEwoEgujsGJHM7g3azxztvhIHf1O2TFWjJPuMrT7GaEmuFEvPG/M8iyihjZgj93NrGUhtwWi5q9EZ9Y3ZQmr0plg0MCIyUDP2+7kltrVGppjOEbXlXGOqzUvhNBcV67JJzCJSc1bRETJ6ATH6uN/udrvdvbt3ixckxV2Ul9dX7j6Mw3a3S/Bqe7vxUdQQorAgbq9vN+uVMMlomdsq5+NgmieuLuKwTuQDsNimPEOHlnOgmCipimZqpqvRf/rTD7/29uMnf2Ij0R9lAPzUqw9fONkMkaKgSksooGgiKabsAFxwDs5o+6kmAbO634l6RD7d3j66uob7PO03w+rk5Ky1NpRS5/ro+iaQoW2326+H1TgObebV09t9ndebdUKvb6ckS3GoDqKiFm5PtlvsohhG82HOk6Gsy3CroYpiWkwVjFx089JN+6JlNIUP0qdyiEmXwNgcHGq4L2LNYApFRbMXbKaZ6WaItMXtQVosnf2F/COW7OaAi6kEdQ5mCmpri8qS2mJu0XoIiWr0SjGl0qNlMudsATZyDkZkTU4tpjkoKl5up31rLRKR3NW2X6gWfHp7udtPagVqSe5utiIy7SeC4zgyg7VlKUVsn+zCN4Wo5M1021PwoZR7ZycOXj+9vDg5Xa+Lme+meWXjfjfNN9N6s97uplvsJ2/mrqJPtzdnZ6cXF3fabh+Nc+a+yLyrl7et3R1zLaNEUdjBTuZwGgAH9w1gMQ0BE9nALiTixen48Hz9ExQAIvJzr947U3EohboMdWOfKihUqNbIXW3bqc7JFCPBmjWoxke3u5vb25oxmq9VPOPp1dX5yem02+92u1Qp4zDd7s9OTt2Hy6vr3Xbnw+Cr8XrpRwbIvCXJQbxPwtu3mcn1UCbDKtAattY68LZZrwaTxXQljKAihf1tl17YdRAGmcVdI8Fs0UYWEQq0O/tY1zOK1aAg1QzHwqHFsY8DyJL6HyC/Jcft6qhe+wkA7Oe5b4eleGYi0ZhJITF3eXvm1GaI1Mh9bVO0ObGf2761ubY5ONdqNkB8P09Xt7upNUJudzeiHFcbEDdXVy3JFDMTk8EL2YkabGwtObVao5VSeHB37Hqj1iZn3jk/Ozu7mPa7qPO4Gim6r3VYjwBapBUvbq0FkjVmVb28vnK1wT0iVsNYI4aUmPYf5SO9c3b3ZMzk2oz/xnI6NuPRjTCWbg3FzUvZDPyLn3nhm+9f/Qn50T+yAHjhbP1Tn7o3DEKDmPTpD4vS30pVnea2m+pEmZM3u52Im5dGbvdTa3krvmsJYpUcx9FF3IabmxuIUCVbJOrZaqOw3W5fgRjLHM2mZz48rcXtfpqmWkTX67W5zxnI/OjJlbtthnE9+DCU9aDjUGbMLujyEpOhEwgGMxVoUpW1ZUaYu6nWbJ5UJfWwwQuyO/gqSvEgMkNA750MSp8r11m+cuDB5yJOkGWq49EcBccqGBAVg6mJGokgWzAgJOaWLbNGzLX1tuDUYjtNaV4VAWkiU7RQ3U718unjOcKHIYjtfl9KOdusprldX13VFrGwg7L7sXbIxcpB2E6sh5FgW8rRZbxAktNcr66v52l/Mo4Qubndjieb1Xq12+1IllKSGXMmmRFlGFprDXG728p6o2ZCrMR0MBmHZL2+vRmMZ5t1kPr/Y10dWn6skTCDOQhzrAb57It3v/TS3d9978mfZN3+yALgiy9f3F0rJFO0d0lb9ywwrZHTLva1BaUCt/s2pw7jcLOfp1ptGG20erNV6ma9aW2eQFut5qdbNd1nuKlDRnP1Uluol2k33ewmEWVbGJr7/a2IiDkc7iUg036S4pmSOuxr3c+3xe3s7OTxbdusx8FnBcfBx2FANkEzlUJzFRMZqhCttSgF3WbUhaUoBGISpEb0nN6FbCEtVVlMa1CAYJiIQd0W1+iDLYUyOUdzc+nEUvbxSgs/IyLEdZkvkRmRc2SIJZCUBkzJGpmimVkTKZrQqcZMbOe6n+tU277WFkorxUtKMvP0dDUUy1rrNJ2s13MLUspQ5jpHB4IzpjqvhnEsxd27+xgybW1q2ndeAEC64WSzcYW7umAYVvtpisiT9RrAbrcz6NzqwiZssRlX23l3dX2F5OlqzQgVTUYxWdvAaLc3O4iuTzc4nDY4iiXyyNECRKYICUPR7gNgg5ytVz/3qRd+//2nf5Jxqz+aANgM/ktvvboyAMhIAaNz+kBmzMG5sQanFk9utnC34te73W43JaCJ7X4a1xt1r/tJit3s5uv9fAqd9hWqNrgXVfM58nq73deWqqI2T3Or0Sn7Pq6YqcWGZa56JuP68trEBxsieHZ2ut3dPHr6NJK4vBZwvRpWQzk7PTGoMEqxYibgWHwIdq1tJvZzBSmtblYDgCTc+pDSZCYOXq+aZFLQhGSGqq7Gwd37LFKCLSPb0jRoGcIEEFnBPr2RIsZFpoleMDQyEgHWzJacI6fW5i6+Aeeac8bUoiZbYp4mwloku/mFcTdtzfR0MxKs8yTU1TgmxQ3RyeWtuQCZp6uVmTLnYjQNzdiUMvogYIuqqu5lHMd5nqc2G9ugfjJ6J+TCys3ult5KGc43J6Tkin1sYU+czjbr3bTfTft9s0Gsk93NYGbDOBbT65vrW9WzsRwTniMN8WhaHCJdZO1eqBCYDmqB11+6//r98z/88IeHg340AXC+Lg/XrhDS+kSSbnU110gwaDXj8nZ/vdtbWWvqfmrT3OZGqmY0UX969UQSRSwnhRncbjBfrE9Oylhb22a9mnZ1qhQVU7as01TnBiu1tZub266MZ9TV4EmWUhQczJCYpj3AJ08fn56dmttUc5pnU51a7Kft7W6/HjbRqghWpYzFh2KDchgGU+38BRVZAWImaskY+nj3CDKyO+EC1uUOLaxbnAJJ7naTqXVpDtFH13Wv2KWDY8vcXkI0RSAasciBktlaRqBKtMRunufIjtskEBmE9N5WjazBwcc5DoMFxLa3V25yerqOmDPCmCZesZgUmQravBmKe3ezgoioWXEbvbjoUIbVMLgh2nzoQNdSZL06EWAsvipFi5v44HCxadon63q16ur7TdH9NCWg7tPUR9jUiND1pphla3Wa61BWpVyUk/sX99p0XV1LKdkb8s+cmggVsrdEGJVYS6pR+8gZHef8hc+//r2PrvKHPQR+NAHwxoMLy2g07WwZUTFPEqL7/VRbq8m5UnV0GdyHj66vbnbT6ekZyDpNEXVIPT+/yCV7TABB203TVGutlcB+v7dxbe4ZGTHHPA3qGaHAYGbu0VoQI2RcjX3w3el63WqtLWpkJG9vp/XpaVEZixOMJlKKm2+nnRCrcRzXG4Fc3tx6qWXeD16KWvftmlQ9ROYMIjLNZJ6riIy2LPeiFGVjduhG+rQOWm2IoBd4GbTP/Ui2trCDBJDk1EJLiY6DkoTQUIM1EYKEBrjbz42YWquZFK+NFAY5RdaIpLoZWxQzIZH1bFWGYQChtKKW0dx0PToFc6K1ZoMVNRMtZkwOpqZjnzo4lGEYipdiRLpFGWVpZkv25ndlYxuGgSqmHEdzXwlAtFK8FM9IszFag6CMw91SBOiYMpmNbImYZ5ju9tuJuRmGSggXUSgZCfSJel3qTUqFzpOima/XEZizqvuwwpuffvXfva3/zdd+/8cZAJ++ewayJSzDh0JIyxaJ292eELrvdzs3NbNtnZ/eXteI9ViQddrty1BO1ptiMk3TbrcbhqE3KS1ysFJbHV0FsNWQItvtbWuNmWfrVfEi1KP0dtqTRc1kLF7cuxKqqWThfq6RHEqZ5t1QyslmFBEmp2mKjNPNytSvr66uI9ar9cl61VpbDaNKn/wlSbLFbj/JUECji2enxIW22jkUKVCmwgUqkpKL4h5AMLPWZHTnUH1u2HDvfCWQmTU4tza6i1vLnCKiL7bW9vv9bp4bsZtmiqjLHLV2djShhHtJpoLGdLd5jpPVuKjy3QDoaui2FFOdBTIMRTPcrHgpam7mKgK6qbu5OQAiizu1Z3VcDBzVAO+eS0VhJmK+ovcJ9bU2gGaqpZBZazPTUobusJclVdVUhcloEQ2Am4+lZLYWFG2kalER7UhxX11dUSSRGbHfT+MwdPgsqVbK2vwXf/pz7z+9/r0/fPfHEwBu+vLd035IIZitUSQo/QTcT9M+5iSZMU0T1WGi2c3CxF3B3G+3VXMYhrt3zo+jtZA+DkNEa7UlWdxFfWXaWgVknmcyvUjZrIZSvJR5mub91OpUiq7G0kWoqkNtvN3tptpSdF+ZGfM+hqG4F9usmLmdZxE5O1mbKNhMbBhGZK5W62EYWmvTNJOiZIjUTKRQuoQsp3n24ioaRA2YkZKkwIGEcfFgzIikdp6cHGxx3b1PQi2QqSVEfBxzGa/FluxMtVrjsP3HvjVCJefkMrHYzdgJHZmqpEFFTk/Wne90yKoXnndEW5vDISIGdmaOQkxkNQ7FuzZbRMRU1dTU+mx7AFiYRV1l3LWlAkqA0O5bqbX7dykgUPHsakxkRDKpKq46FC8Co0e0fY0auWcbvVs/+VAMZK0VUFE7ThZLJjKQsptmCeoyHkFpBo3NpvzNX/2Kaf7Ot3/wYwiAL7x8//7FiUmNpLtBFtPi3W4/14BIMXXFqgzjwKv9xLmOruM4qmrmMjBLoUJKay6CiIw4GUphqruvVn3LrJHTpLV2h5JNZmatJIthLEpfDXfOos61VVmm3JmZR/Kk6O1+CshuwlyDwsyQgKlCsB5Ki1SRoRRTUZHTcd2iFXNTlVJub7eRUPeETNEtS00QIhDB3JqIFBGhAVgNA4xGTUqvaUF2+md3PejeQXIcBJ+skbVlSKdlIMk5Ioipxm6/7+jnvrZ9rXNLNWG0ZGr/jBCJJODa7YPFzFyFrQGHgQYEJaOFgX2o5uhlKFpc3dzFTDtXRxXLSEl0CxkIjd3eUwQcV5FH+1RkRhLeRR4gRMbiETnVRlJL6X7DCaawtZZJMCOagGIK1T4MKFo3KqUq0gTMrhXr6/6g6WHL2Na4alrXrRRkB5choco6nZwMf+WXvvz9Dy6vbv543kF/0gAQ4K2X7q2KFRURJESiMeCjnZ+cTHOrNVS1RtvPMe2nmOqJlyy2Wq9qrdnSREIwUlbD6F6OxGAIp2lnZmSJUBLF7GQc0o3dG0J1ZVrcW2s96W+tZRFgPPI6VW0/11p8LLad5oKyU6k4DAITiugALX2kUkQpY0a4iJdROoGZnaRjaoVmbNFII4Qp6O2qpTdMCbC4LVEHZOkGeF3w2o2DDqrihedIicgWGZCEiFpktIhpbimy3e9aoiWDbJlzjUXf7EuByEhAkNl1+CYYzFVVQNrBWbdblogMQxHAzVx0KGUoUky70mUoxQRg9nK4K266Vjujzzzq/yENTImO1KoCmpBuMtmXKcAiImZdSdNagKlupurLnEFpLfa1dl+hPsQ4WqtzIIPRhlKKO6DxnOSlq0W2c3z36eM7Mt65WJuJQW+mej3vL1ar88HOzk6+/Nbr/+RffuMTDYD7p+PnXrpYFy/GYJeuuqu4FQJadDQKMYlEcLUaVusNg9XQMiSaIVVtWK9OvGRkZhu60xgpyLsXF94dZKO1qKNbcUuVvkvt9zuqDeNwfnFe51lEVsMq5t4tzS6KbS2N2UwG09GtrcddbbfzJCIRNs9zdzTpXR4YXChuyO7H4WTWeS6lFBsgrHWWjGEsEc1FooYBZo7MaJUOQOZaQUoBFY1wNwV7UpHdJc4sk7VVM0N2+lt/AxlzimCuOdXaiLlV91E1W6OpjYPnFGTIwdqod9NUuwwmgTxaDmi31CaRAtJUer7kqi46FhtHd5OhFBcV0FVVrI8UFNFhGLrjdRAU5UF/z2XqR3d+TjINImY2mKi21uYW2rFLdp8PZkQu0G2Xw6EmG1gFHmECYR5QQ1E1AK0lEFiU8WRKwvYN7z29/YN3Ll9f3/H1IGiafO+jp9/5wQev3H/wlc++Lohf+urnXnlw/+/+N/9s+rdmSv9JA+DOZliPUKcXc5Ea0RljLQNEN8NtzGSKcCi6a3UXs2YhKYmizqSJ1GwCqGsimezj4oq7W1kNg8pARjeIlmIqQuD85K4pFCltf74aTKBI2xTVITPneXbzaNgia8gsWFmZW3Ok0zuJci9Sg9lTmYJcelWZjOIFoAQLMAyDmEY0RKpqZNPMEEEiWxpMUpACiqgKhcGQULdudNe5cp3O0FWBAFprg2hXBaqrQTIiwTlybpEQMkyttZoLc4IqGNxiyb2pIipm3fdr8ZTqY2mYwj6CqPN5IH2Ahg6Dm2BwHYqPbkWtqJrQbfFBVbGFssgwc6ql8XipGpEdnq+1QY1gAlSFSEuGoGa2TgEgdUH9Cw6zliMiMpJ0VacMXqyjyNlM0K0WSyl9PBQEvVQMZgSe7Pj7H8zv7/104gv7KgUk/9XX3/7O93/we/7OW2+8Nqqayadeufupl+5983sffEIBsBr8dOVF4aIL4ZmS0XnzMbUaEcWku11GawK4GjNVtLcd+30RcOido4UFPkrSO8XSbRzctORyt7WYm4ibeZ+QkWEqKuwxs7j6j6vMrC2KWZC7ed63sPkwLBWAq0CG6LNRAIC+mOlKUg0AyOw+Q0Iq++ad076uhhKAudFkN++RdDNRYzKQmpoiOLjEkTQz6aS6Z2PutXcY2MesH1hfDGZn57E7BwZxVAcQ/bzqNS3QKxY7TFKWZWBmHufEGgQGTQ4uxX0oXlwHt6GUQWX0wRQqNBVX8e4YZksUBbNTd5d4JErRGmxBAoMv7vMVSMjcoouBBrMiGsjaWkZDagqOwFce5igvrroqJF1NXZnBzHmeW60mOriZe0tqIhiNeP/p7vH1Dhzn7TzIRTK38+6773zQb81ut4O5FS1Ff/6Ln/n224/iuaG6H1cAmMpPv3Z/dDdVU+0HYiBrm7pMpKiYKBRztG5TNngx9e70ASDqPAyDqQNLmS8i2h2bk+5qzNHLyWpUpSaYMbcqDCuDqYwig0HUFFChyeKqpyruVmsOQxHMcwuaKMykuIqrzLUloW4zIg9euegEdACq3smJhCzzXw76PMK9tIiWMXghTE3L4G5m0tv4vYfVl/TBk7175euz1X9gPqKTPgnBQk1lH0W8eCyroGMwx7aoqCpctC99gfRhYLKQKEW6BEGWaDGIKIrrWHRwcZNBZVAUVRWOpRSX7s3vQ3csDhExwFM6pDW4LY4ehJsTsZDGlxSLEYmEw7IjnBpKUbNOMaeaHDyxSappklO27W4qpbh7S0ptJhSISTfcZmttmboghMi+xnuXU8MoMLZQQoBW69F3sbbm1BQY+akHdy5O14+vbj/2AFgVe+F0rX14J2HLFNEWEsW1O8NTZBJRwzzNtTYRDxIRvTy0oYzjSHauZN8haikDVJQYzMbigymi9TFCXmwcvSNvrlKEGmkqJvBFjJuldGeRdEVkOFJUfHCPlDmKlkFtKm0/zSZwldqzWYIH8yaq9FTbVDKghxGRdvD3y2gdCDxA6dpNd1XZEew8eFod1F3dSOUo9nrmgKCCZFeUMbtQhiTpZkn2FIjooJYWVQpUUPr0gT6PQp4NkUcnDzNToCIKuKgrxqKjq6sMrq5STAYzMy0mJiK2HCdQUVlqVQYz2YcztMaMFCWTg0kKIog+p6Muitfu8acq3djLFnfDbLm413SrU5ItQlRWZXAvix8E0Ac4aYc/l00wQEBgqnOrT3eN5ka4ItvcMp55qRCZWTVaa5IUlIvTzScRAEV142p9+8Gyj6moaAEkJCNynuddNpgDcHeFr9z76d5vR9QKUIt2AXlxNxWBDFYGlX5MtnlKgbtJMVdXgYoUkaKdOJJmKkrr4LQsrj4EkWGM4k5RbQFYsJuPRpNeTEPVguCyZBE9r82FkpLQBGAqshiNQFWl6DL6FOgKMtdu8iEiZmq94XP09+umj89dSywtPtkAO4cKKkrJfv70PR4mAjGmufcQNaSZWJ9QADw/3AA4aPC6k7ZIEXXTseho6m5D0bGUYtq7Xf2eS1elyzJ/AOgoU6YqZTH0CwhFoyvjNNvyxKX/rLgI1NDnPSwTLBNszEYieFR1oUscARBRFzZ/solpH+LWE0UsFNokKaK7udYGJqGZnJpWCt5+73FnQJyfrb/93fd/5/e/t9mMf/tv/sr17fzOh/+2FNE/UQC8du9sGAelinbDpuh1S6dt7qY2tUbQy0hoMt0tWtZadbFeoIhEW9zxFiGcSGRapxOmNECHYmrDcdooZxlMHCkIiC9JsJlR1XBIkU1U1cV7MiCEjKKg7+ZZGQNB8wY00jRrRqaoaKa05TDopGWQ2un67IMqOkbe8cNlYpy5qglFQlXczIAipiaKpZfcR8GIgsHuYF5bFVXTwmUVwkWsFA3W1vkGLCqiNicAlC4Z6cRp0FVN0JeJgCqgoHXDHxVLKIqJikLNRpfRtZiN7qO7W290SSSa2ty30lCKiiBayxoMn+ecUFNqcF9jahmQzvOW5eb0yTy0SKQYobls3h3IZ6L1mll1JQIzi6CakFqjtdaYc0IoOapBkBGd5tjTRwolQWYNXu7nuXWODLuQGqrf/f6HfR3ebqd//M9/D0CSxce//7XfnusnggKZiXQEQRUKoaigMWudprntp7lPc5yzN/szNA+b4gILRwQEz1nmk8xhGLwMBqhQRdxN++xsoI8JkpmaSATGMaWKUotFEMxl3CSw+IuJuDkymC0ZRSMGqJYYSpmzNjTIbdsykscBGcmEMnEsK/tx1bLZoYotat6z7+5XqBTNYjq4DqrWVY+L+fth/Ef/1EXbPJNEEkJRYhnGTnXtuqcUJOCdBKbiQiEN2v3z2RAQh/T8p8/O6wIdSRpETIvTIQ6IQ0xH0QIWUTOr4tvAtJ9lvpmE22o2lXuMB2UqD1TOzuzFN8vFz5KvgzqUS8Yj4aPiE7UmIjszNbjfz3XmPJfbeb2f5cnN7T/9F//y5Pyeap23HyraoO5Sisro88loo0KTjEw4cnbA9STcQIPeWlAJSdZpTut8DO/GlSpSazzZzfvIFk0hdc6ofUb6sg6n+aALI772O9/69vf+GP3gP1EAvPXC2aqPh1um3wAAI+tuEuionkBCxbqV/3ExLUl3pzxk5gGFk4RApOMpYhRXM21t6lufi4yroq5Uazpo5mhuEkDLVqOqmgSCQjUTydaCFEKRwejTfczVUyKyLfPME6V3oFpXrnVlOqQP/XxuejYO5lUQqEBBU1uGfIm4Wyk2mBY169MepauhcZi8CoImsKF0vkN2979uDQV0800XaSKpICQpybS2NKFMNZNBmogfzIzYkzQqEQrtY/VM3E1E01SY7QZyOQ24mUM+ynE9+ov313df/NTl9UZpn3719f/wws/urx+f8p/HzUdzbU9uf+/R4z94dImpXqPtOd+YNLABCy0zGSrGtCCasma2wKcuVsAcMafLlLGd88ms5/fu3uT2o9tby7Fkno04MRkVSYdsnRa2FepYBlt6hooe0YsqgmCwZauttRYZNTKxqni+GfLs+pkvv/H//Cf/6o/FDP3hA+BT905evXOyHlyXyb6qKpmpZlq8BltGbREp6qq5zJFdmDDsGeDCWWAf+HZECYFlFoQAIuamhBAuPeNsEjTCRFqN6BMSu/9mq8gQETUKUFu0ICFq0ua5t4jm1mqrrQUS3i04TU2MSkZ07HyB7vt676BNnzuKXt3CpI+rWZgFqmombuoqRd26t42kSqoSZJ/02iKyBpOqOriK2zIJAugt45DURpelku3ZjY+LCa4IAikmR7rO8XRKtK64pGqCCG3ZZuQ8QxV142dnr7/24tm916bdet3w5bix2/1vP718//rpO9/6w/9jCRt13uSVSdCaqivKhZhKqmmO0YvU7KfNAEi2VpkB0dAuR9FXzi7QY1LOkzHPjBimud20dl3lybU83d3oxd37n36wfvT0dncV0KQUQqhYLHyxiGAAAbyPN4xwUzs04yITbgmYyssv3nvv0dNj8QPgd7/x3T8uL/qHD4Bf+MyDe6er0fujAg/4hbrqUOp2mjIaoyWlirVlll0HgN2dkOOIqDbX3qTkcVY704pIgJowJwAhRTtGLyqNUOS2+4zDCAYjM3oDWOcGgsw9qpqMVaRmMgMtEq2BiwZ4uXnHowlYmv6Lb9vyMGSpK6Hd6F1kOdLA7BNNtI/2Fe0JtqkIQiDHyfUAFF2KK30/X4ZFyWEevYioVk03FWHfJUwXu/2IPklaTYfI6LzpDqc6UpJBbZDtHHMNUoYNhhcfPnj5sy89PMkSTy5PLp9cX37zyW73vsZHhdOK1ZQvqqh8oGYquvKmqimmEGWIpfYxR4qMZc4xoIkEQqUFiVCH9L5XzWjJlhm68IkGj/M7q4d+4b6ZJlxPtx/t5vOz81/8ta8+evvqO7/zu+99dA052URVeSaBR5/8JuoKpZpoMRm8aC+hFFTZtVmI115+8C9/99vPa4KfXP5bIT8/ggD4wst3PvfKvftn67VpO6yiXEYB0iCn4ziYz7XVbhF/yCWwWK4txtF9uQcxR2tUVXXtpRYtlAqI7LIPVhE2Q4hRhLPgqiJqb7CqUCwxGFBUHOoplrCsxG3m/nqH0E2md65LEMhwtWI2DIMXtDpXJFwBKBAtuiWfHLTq6Da/XSArWFJvLg1aU3ERwyKyF6OrqaIPUAf7MA40Y0joYu/Z0/ylWdPvSJIRJiKWkiSEQRISKQGkLO65i692P2UyanDfeFNjRx/PX7ia6utf/Nn75xltt9vGe7//HbSdThxUEfWeqPPSwcFmoIgUERc24Y7NO4oXhu5iD+m2FtJFOyTAVGYvu8G+jwBkIFIyJJt2vkPlDDa9wY4mgusyYLM6eeHh3XI9f/3v/dat7odX3/zLf2Hz7u9877vvvLvWdJVDErAMxRCm9OHewHpQ7bMJVdVtjlbUn1zd/AkV8fjhAkBFfvYzDx6erU9Hd9eswewbGxlpZmTW1pB0lQzOywOn9eWTUQVIRAYiFZQwUS4T8lQbpBFXcw5Jk0qfcqi74SyHe6frV8835/fWebHenp/cbi5k3MCKQnw13IkI4zQCBpXIzi+jlP/Xv/jm3/tHv6url4ud7qad+SysmkANm3bOxjYzYj0Mo5tCegeASZVDgo6msM72JRIC6caWmcqUTDNzc1nm44aIDO7F9Jj1ZaYgrcD69khAsMwF8w6JomVmoQjnQIfSBUSmCiGamUITUGpYSqrO1P083U6z3b9zMn768sl7m7OHmu9ef/j9fP/yhLnCWGJLydJNOlS626n2sSNigCQ6F8QUICoTlWygNNEkO64ttrQJMyMpkqLIJDJIBNiYIYCYAcrWCNJEPVizMdhu57i6icdPn67H4exifWd1evPee9/bDqevvnL5znee7PnS2bhRCqEORQCg9G6qFOH5IG7kFJRcDzKMg2Te7vb8E0fADxMAxfWNl+49ODs9KxLIDEmy83h7+l6KEZCI2gKIqDlLesJFoVRq2qxNpanTtgXNpYbV3RSVa12Pa9vqbn9ydufOmyebOxvfruyRtN3tdtrV9z96/PiaMdRtac00xZpIqPrp5v48T9P+dgBGLxLZ1ddN9b0PHpfZpunRzMc3864tA4dZW4PIsBpPz07u3X94G/Fk2iNTog0MVx2Ljaalj+QgGAAFYoBId/0iM1IleypfRN2gQiBM3PtAY1VRiRYmoIqJmqkQ2sOnt5dNs4/6AAAmMhtAumo37SWg6kGiBsXFsu7zcn+1uX/60z/9c99979HtYwzzTp88enUI3T5SVlc3acIUZIpRKAwTaRAoVKR4QtKsQ3AC68243oC2FGRSeocObQFrMzJSDrObupozO0AQHaVC3zdABmow2NvfIKTNjS33u3m/GW/u3Ll3ipPH3/2W7Kdvff/pzWsvfPbeyd2eaaIJRCGiVFWNfOnO5s7arvaKbHdcN6oUMXm2+lUEgh9CGPnDBMCnX753cXF+crJZo82tNaUkFNJauJpCxHXBPYjBMwRjlvQQFnJiYI4puaLkVHPebudh+MyrP/3mZ4Bz/8bl3dgPJ+9+8wEfx6NvZdNJjW4Fcu68sEtTcaEpdExRdot/gWh9shLGCljcuIikJ6zW185Wr5wOwaitBdZBm1prkG1tu9b2u7ne3F5P022t17ttingZNqvNyVjWTWxug+nJUNYKlz7svOs/eExgsHAo6GbF1ZVFZXDvEDGZKqbeNSo0XahvbmYydKicJiQt2PEloCsrbcFLEYogUXPZGB/v93MMZw/vvX+9ffxbX8vbfDhe3DvXur9qU5pKMVX2SR6gUJkWEBEbNEVrUkGRgMg079iLTndRTSx+2Z0XipZ95E6X9jOTkZLserdl0s7xJiwT4pndcIaLMc7xFgEApAVvp9Y+fDRt9xcXp7/8xS+c+g9+83sf7PfxF165cy+Rw8CaXdvQq6PzzfBgg3cf02x4sNlsRFL0zulKpFPV9a/9ypf/1Tfefu/Dpx97AFycrn/ui6+LmZZBGiVrT4qjNvQPS/TmvoKuyuIQtvQ+lNFmD2B3u5IWLz4o5z/3az/15c9Q3v76d8s7732Xb38wxnuoOogozYpr6e0eqFVFeprBVCgkLEHrs3EzG2TuQKpQFChqEJkzEt2lRQQ2mASjtRADhYPJCcxPTiSFIlNgqhc146Ob7UdPLy9rHYayWm9OT062tY0SFwWDYvBBKWQsvoeHDqcwzcQUbroqPrgJYCboTX7pbhW9AO9JrgJqUIhA0fXGBcYgnZ0uF5Se9yK7hI67mU+2+Sj0/avtRVx6nrxsp+MYrNuWCESqFDMiulgA6NVFtmQwJaQb7orAO1uUUDN39RZ24Ar2iddIJLJJ1mwLFy/IiE5LWfq0hwb0wQFMOu05wWAmOpv5j9g9QLU3QW932xr70/OzL7z+cBz9n3//3T+8GjcPz0bjgN5W7nigrkw+/fD86+/f1ME2Z+vVYJl44e5Zfxtfeevl1WDvP/phvCH+eAFgqj//pc/cOTubKBN0UOMytgtCqrubQSSyGTr3K1PRRKFzsiSmjxJ3xP+DX/zsvZ/+G2m7977xT772D7+2vfkB2FD3yEiKCVOSne4F7ZMQNdXgEOlsXwGl9dt7aEex56kg0JZZopLimYhoETWZ0h8MLJlEACyCbqEv5FptMzrh99bDpx5c7JI30/zR5c3Ty6eDj6ebFU2GFhfCtcMXk2n0bobpoqgy1c7XFqa7leKlSz/UyKh16rMh2Jqbq1ksWD6lQYnGSJUIoVCKNyIShYLkFEnI433brd68evT9tb3z0tmdE3ewSWMFiSEhxtYyKL0NqCCQsp3rxNzu9rtpniMCEkmwcylo5l50NNsMtvKiwlJsLMUAY+ixH0IiDwZey4JGf4XneBgdvQdUKEIhiCNm379PFUdEvAYvb26l4DMvnYi/8tvff/Kdobz5wnqEaUaHF1V0M5TPvnD3pfMPPxrUVk5RRAJ46zMvFtdf/MqnvvPOk/yh6oE/XgDcv3v25usvFbc5cbmvVlDMNHsBADK920KIxGJt6dIiKTXmm7mGjL/6C1/9+V/8xfc/vPn2P/uH7zx6UmMbdTfvdgko0gYEsxFGWenYFFXTIJZ9kppQVFKE2aV+fSczVRODmEDdlvfSuYe9KgVFpHTusZLCjDAy22EWxmGORA8t9NRzUJ75+MJ6DNFHT28eXT6+GVen47hHu+/DuYuzHXg+i9bEAAVc1bCgQ8XUXYvpYAqyqPfNgmomsFIis2Yw0lThYKS7BFWAFhRSlZnRQ/2j7fS77/7gtr735VfuvHT6qqIhssGaVqVEnxUsCThgKdIS22l/s58/uq6PLq9vdvua3NVWkyLq7jVaV8CIwtVM6aYuWK+G85P16dpHx6i2LoNBlHRhWfRIhz6UCJ7FxDHfAUz6/OfjF0Tgpp25aMZB1cSYRLWtUPbxmTtnT2/at77/gztnnzk9EWuSKZQ0s8HxYCM//+Zrf7C7PbUygzBdrU9+8auf3RS7uyp/KE9/iNX/xw6AX/jKZ8bRvRSqXc9RUs7c1SktAJpCkDQTeJEo7OZwOtnweDefvHjvb/ytv/7RHzz+f/zdv7+9ejrX/dS2rZtC9SNVtFMvJYHExOaimhJgkkbVxfQGyBAwIJnhhQRbzCYAGJ3Y0hkz3UGttsNA0S6/Ym2tH9OSKGa9eWQMCBuEnYBPuqiKBjKzvXqxuX+xebqbHz15cgWluqCcF5hTPUa1ItrTVRNViLsO7sW1mBRhsexEB4cvqqueUqB17qmLRiIg9N4l7kuZAEwJk0ifW/udt3/wwdVHX33ztRfvrT3CRLOGRNBMlS1rgimGlBZtF/l4O31wefv0ene9n7cRDUIzDut5miFCK41oLQSyKmOAjbGd01TDdb5uj3ezSmpLUzWoK04H3RTbLENRe+kjbqICZqhQRJMq0mHoNJXlPxVTKaqqYtajo1dwaubSJ5cgP//yw8dXj99+9OS10/smVXRIARxDYCj87Avn93B/c3KyizmiTtSTPDsxBOM3v/FDDtD+YwTAqy/de+XFu+k6CdnqIDy3IcWAZuRB8ZHUTqaBi/lK3636zaf74fzOia/+u7/794dt3dU6Tdsm/YDr8xkJ2KK2jv7coQACIkKkNHgfqSbZB7HIQr6nzCqKyIxoDTIlp9pqy5Yk0cga0UeOduACEW5KlXEom2FcOc1kcFmpuHaYXzpD88BjE1GV5Cr5YDWcvfzSu48++oPvv9NeeXl1b7xb1Ewc6hqm3hsRxVBUx1K86OA2mKnSHWbaCwAmkclISNejWat94mrnXx6pFkAiMwMSiu99+OT7737wM59//c0X7zFTOgXZFUoDkiiqUdhQdjUf3ew+vLy6mes+0ChdhZimlWGq3bc0MkQVEi1aC9+MA6CwJsS4WhUzkaaC1GytTS2itXef7DJyPfrpar1ZFRcdBCercb0qpvRlD2rFzE1LB3zVzLRLl3zpl6t3liAWPGlQUtAQg8abLz74rbe//+H/h7k/abYkS9LEsE9VzzGze+8bffaYc6zKmhrdbEAaAAEuuKAINtyRK4hwzR/En8AlhSuKUAQUIQBiUd2N7urqyqwcIiMjwofw8c33XjM7R1W50GPPPasplM6IqCQtM10ynnu8d93Mzjmqn37DnePNEA7jZI7k1iccrlLOK01EECXNcHPJzv/q5797fXb9j74AmMjcBWG46RNwA8/QQWsmyikRGQcMCqrJmejK8ueX48uz63vTNA/TepX203bWYg4Gq4aGrDlhxhbdysSoo2qYApODCsJcHcW4WHgtalEt6rPqWMtuLNt53k91nMtcVQ0Oqu4uHM0aM2spyb1LQkx9l4/Wq/tHR5ueD9fd0aZfMXUJmRefg6WmFOIukZopqCcZHj0kefubr54c9J89ODzsCAIScmFOTMKUmBNTn3PXJ6GmVQhifaBCHORqaopgEMPZHQgDkkXp28Q5Lonl7Tj9+tmr+6fHP31wpyepcAipKhJlEszqAFjMaCz+8vzmqzcXN9PEXSbmPEinZSqKCASBwo0BrYVZwg4IkWHj7oBpGefd6uCw7wcQtFSdyZgL8+SYp3q2nc6uL5PIOndD5lU3rYa86lJmZJFE1CXvcwKxCAtJI4kIp0SJOTdkeFkBTJGxQwSt5fTgYJWHv3t29vAHDxKqVnKtLkjAqk/Sp4mYKI3FGVzNXp/f/OtffP3t3v4/bAE8uHs0l3qQ0Xe9WiHQrLYvzvO8Cv47kQDsUINn2lb/+9fXr67GzzYHn907YZu2NnpPaRI3txbqzHAPJqPdEvxoscQgRLqeOmr1udap1JtJr7bjfq77eS61gIRyNkljqeM0E2Q7qppz7gAqZmRMhKra515NDF7dMwuR7Ktf7Pbb0S+21J3zyWZ1/+Rw3VPv1kubUjNxZk7M5qhwgHrQTx/fN6NfffX809Mff3DYJQgzd0KJIdwCboWRY/Njii+CvEWDtb9lNEyBJDoRpZTEjFlFgEjUg4ukav7k7dXby91/8c9+dnc16KyFWAlMqKZm1d1SklJ9Nnt1fvXlN6+vKoyZ1YcsfcrMZFvahaUM3OCcU5Ikksxy0EDcjACoCuPoYLMa+sTEjKKuYtM8s2lHxDkhyzxXdy+qINcAJcwT0GfNRCqV0KckxBEZjiyUE7cToH2VY/Rr7q5mAgJn5ln98b17/+6LZ28eHt/tzVyYPCgumdmFqpk75qJvb87nufz13319/gdaoXybBcBMp8ebcZ6vZB4gObFWZ+Z52q+gIIIaC5iD1eujdL9+ff6rZ88/uXP6Zx/cgY4OFeKKXjPm5KVqrSWwhZgKEaChjDQzdzUlFiUqiu04n+3s/Gp/s93ebMfqkNwJ86Yfui6n3CkczqY2FiMR4gg8IjZVnXJKOTlTlRyyRgOhG/hw1R90mRjjVK+up7Pr8ex6fHBy8MHxqpMmYwXCrByh+4ng8k3y/+Sz+3/98+2vnr2++2cfHQo6SSBnRmISoU5aAl/ImomIhcFkjQjRgJ8WyBQnwbLsU0oGdSg5hcBgW+pvn7z6+NG9H90/7a2UFO45XtQBqINFFGRkN/v9i7fn+7kQJyEKil7XSd9vkDKur8cyOzhRJkm562JEraq1Okp1ty7R0dHRwzunnZBXE/ikNjYKtx4kIJMxl54jkUYIfeJNlw/6ricSApELUxYK6ZiAErEIJaZOOKXwY+Rb4oNXNffi7mSAAH5vs7nTdS9upuP1BnAwKQmYUkqvXr15enZVV4cXU3l2df7jzz49uXvz+Gr8Tz6988Wzt7/65uofawF0KT1+cGcsZTfPlbhHlj69urw49PnOYRYCzEBIkgSYuT652f/mm8uPjg7/6WcP+qkqYInF0Qs0UzaUUmdCqdWIldTI1chMXcPzVfezznUeq20n3U3lbDte7fZErFZzzutVVlVnDrvcjpGTG7rdtHcDMSdJwRDtRfq+j9er1uIVzF3fyfHx5s5m3cOr1qLuzOM0v3h7cX5xqQ/vfvrwTs6xXGDkzJyo8fpTl1h83dM/++kn//Ovvni9f/T4dOgJSszsXZIh5z6LMJkp5YX1FuB7aMPdDU4glpQEbu5GzFbNsiSz2nhSLUPU396Mlzfjv/inPzjsktUQEsCBLDxVMlZVnw2q+vrV2/12x/CezMk7lo59lbgfNodHR32fX11clKoQqJlpmedG0HJ3cc+STk8OHty9c+dwI6bTVKFqTmBJXX/Y90QeRAVjKU4wZ9JO6LDvNjlluDA7IbDgxNQJdQIRCAX9j4S4F5G2vzgAkwj680pQVwLIadV3f/fijWTVaXaYOx8P/cO798tYpqm8vHn79Gbb3zk5V3/8wZ2ffnh6D6Vs53/EBUAEJutXK6okVhXyzahPfvPqf/W4Hw5yMiP3BLCRGm1Ffv3iUif9y58+3Ii6uIApp4hDNPNUrQjlTqpQUSsGDd9jJwLqZOM478dpN80FmKuVUsmndd9ElV1KQ5/K7CxwnbLxehiSDOtUu8pvrq4mM7IqxGDZHAySUtE612JEzpwSHR0Nj+7fOczJ5tn2zgSBFzc1uin+908uJk0/+YjvHWaBh5SBKNzXKI7vTPrJ6frp0ennX7z5yT/7ZEjMruRsCqnep/ALFSfmlB2o4UkBeGJI52BGAo9upm7Bj8skwpIa60ydMENny5+/3aVV/9FxzqgmwgKuUDNnENwiZjjJ9c3FzW4vHR/GSIap69OwSqsVDz2x8BEfHIh/c361HSemVN3dtPlgObrEx4cHj++f3ln3GzJJ0GJzmfvslhK4E+JOshHGadImbqvktB5yYl71/ZA7cktuiRCE1pSoS9Tl1LEk5l5yl1MWYW6ax5gyh6Q8OrXQQRzdOf75L179DQyweS77UZjrX/2k711ubkazvN4cTZnevH5zp+9Togxsp/kPffv/gAXw0f0TUkpdCKl99PTyxevdVG+KTKg9SU6JhUzMKX99efP1N6/+yx98dtILPIa3YGECXOBmVSgLl8pFLZsXZTUryXK1cdJZqgrzqu9SckmzW1EbTceiQdzNLIkZWIWRRkoYGH0nh0N/sBqko1dXl8pwN4qkDJpV1eDZwPA7Bwc//ODB3cMDKvM42WiVrApqihEDmak9e/WSbdf/8IP7h5uBhVAlURIOW0xhzsxE+OlHD/+nf/fr1/uP762Tq88qSoJh4D4PzMqkJGYM5FrzpMW3M2F2K+Ywk5mm2ayqu4sZa0XdpzfT+OL8YlY9PuwfH68sdV++eP34/ukm5547s6rETKIKM2dnB5R4uy9Wy8nJ4WnuVpI6FkmUkgxDt1oNQ85lmiZL9zfdo6P1m6ury+txO9eRKTTHR+v13dVw5+T4cLXqE4f61PtUhIpVIuYuCQucAR/nFH6GQGZ4lzinlFPuUhJHzy4EEZZw/AzOr1qm1EnXx8RkgYE9XIZ+j1EBcj8+6P7b/+Z/+6Oj+2lVNsOsDurTwXCwko1wFur/b3/7b//Pv/jb6fqaVDfd0LmP87fJC/uPXQBPXl2QUxbpJOfMZeT7hwfY7YtV0+b4we7suHH7xVcv7637j+9u2JSJJHFOFCnngAOpM1PxknSuWqolRlVLbImNHNh06z45U1VnSUZsRFe7bXUi5jDWJHdT9VrcVwGwSGIQDvuc+WjIuNyN++rG7Oy05EauRE5Xw+NHd+8ergdxK9YlWa1XJ0nmoZumWauqWanqwNV2+82r85P1wVGfOdwzU8o5E4HcMznMHx6thj7/6snrD09+VG72v3779mxn91dHn54MeTBk9c5oOJj4gfQfDOvHm94/PJHDu1Tqm4url0aV56o73c9pP6XdlF67DCfb9dHm87/99+Ws/vTOndLvnr99+5c/ftSLZJBxZNazJ3IXrTaNs0OF6XC9Ojg5GVbrQSgRRFoIUu7ykFIp3aQ6Vn1w77D6g3GcS9FJ636eEsuQ84EkEXEDeaOvBq2vao3UVHWfVQnUcRekICYXEYLllLKkJJKIsoCZJIXvUyg7HWpM1HfS58RCYXsOR2iWot7DYs5hQO367tHH5eSjV9PNrpx5wsmQyJLU9eD5qEu7tO4UdZzvHR6d9r1MFf+ok+CiejXOj0/WB72A6XDIH9/96LjPevblqHYAckpgGPj1WF68vviv/vKnPWmU4QiZCFG0lUTwWpVaVOMsOo4qRgQwkIe06ROIwKmlroCL1pNVKuoGFxbJCQDMupSYqJZq3mSWBtzddB8eH12N08X1eDnuK6qbdZIODw5PN+s7B+t1z0PHApVuSEcHAHa7fZu2updSXW2qOrq729Vue7zJB13KQiIsQilJZk5eWcnZPn545+++fLG5czLeXN3M/U3ln/03/xs7vv/FL/9O9A34kjkX6svItr/x7U033qxo3k+XF9vLqvNcyjyrI1ek2bnQ5X/+Fw9/8PDoq08/vsSDT//yv/jy8/8x9794cNiH9R0LiEgQ9lVWUD1nB/rOH9474W7oh5wF3Oh57g5JEsYhWYSIOpFhtSqjllJmrRUGd1LLJOao6maUci8spvuU2FSIaJ5nEHWJvYbJaSIHM7qui6YliTAocRj0MjPlLLlL5M6NK9UEEkQkQgC0qhM7izFgFjPlwEfXil/89b/8d3f+/ugoi8+w/gl0P87TbHD2aX92fd6Nux/cufPxybF4qZa6nP8RF4Cq/fyLZx88OlHmcV+6YQBzIZGK6nmmXMZCfSahz5+8Odkc3DvaGJzhQU/oEyEUIACaE4iKcLOYd6/iudack1H4jDgLw6lWU3U1UpViBiZ1z0Pn7ol56FddzkSsqrv9bpqmai6chfOkWpyqVdUZQNd1Xc7B0Ow7GvoErTorU0pdmudV12V3ZYaq0mRTtb37fprm/c5MM6U+SZe7iNFNBHEjTmv2Tx+e/vUXL/2jzx6e3Jt+e7Z98vO//ev/TuywTvPxho96k2QHq3POepg66XZ9P4qNckjyYAXvp0LT7Pvqk9Gu2IXS6y/f/u5vv/787aUcXf/3l1dfP/8y93KScxImVuLExpHHHfIiF1KkASyOlFOXmRPPpZRak2QQl6kmkY57da2lYq61qlbezzppqW5wZ8PoI7OomhnxNOecu85zEiMSokH6lBLBwuG0ltJ+uMCM4S7wHNUNISVOywkACxfHGDGG5AbC4u4GDWc8oKmMeJEmCKmw5pN7dzcH5LOqXG13mRV+xdA0yHS9++DB8YN+yKJVvQo/PD3El2/+sRYAgF9+/mQc98S5Fr1zfPjhR49enG1/nFWOjh7++NMnv/vyxc3NanP09NXbzz78OBO71yq0yWkIU1s1CbEriHvu0RU1KlWcmcgyBu+ZGYKitVYNU48CNXZHIgSNsZHfHJCUckrzNNdauy4fbNbDMOxrIXM2dFko9ykTs5eg9IpkyR2BYbDCZA6dx0m823Q5JzbXnIVIeCUKGmvd79PcpeQQxpBlGLoUT9hdPIOYEz04Wt09XP+//oe//emf/fnu1ZNue24v9x/cow8+fHDvIJ1086av3UCc6qpjo5zyCgqfzSYFF2IpxaZqCp6rjTdX+yI34+GfP77z5fX2l2+++t2zlz97vFmnLiVBMvEco3JmdiZyuLOxgZEdzMjsZp5d3DDtJ6ZExLtxz7EHJWaganFFclevCMKC0DSp1ppTZoGQr4dEHXLmbtWFZQqbw42IiukkYUVnRGShEzV3VId0KWehCN1ggKWNvYSI1C2sl5r3gAUDBowEGMPdQJzY91pXq4Ptq7NXdJbcgTWEk1uCrPrcaTk9OcxZKs8a/ulVn3yrpLA/jAv05dO2wkynP7nf3SXdC3/x6s055n1N88WYt7S/vvrgdKU+I7MwE4uB1T18zIRD/RlkLOpSTH/TPBqLqFtVZafcJ3dyNe7YASEmF4VX1RgYubsaXJUYfZ/NrOy2zBKmxillM/N5Z7PXppPwqmpM3HWrlPo+E1Lmull3jmJlnAtyzhTdPGomYYLkXFkAdJn6Lq07SUmEoepmDCqmfrhKH9w7/uI3X5UHm3/+wcEnP/zp3V5WK0mi6y5t+iEnD9cnrhVEZBUOq8XYqkFLgVk2S0DPkE5ypnWy45SK+b//6vlhzncPNimE9+xskdGKUN46q5KqmpsxCxG7g8xTwzV9Kjs4Jc5BIY/ckERSRBPjQPpSZlXNOfmqJ4II5+iyiFiQk0R976pWKzsx3MHKWbWq8+xcQY6W7p6T5ERZRCT+0kTCoXJVOAjOEIOptvgEX1yXQhdKCwvLsL94+Xq3/V/+8PEBYfZ9laTCymwGcAZx1RnmYTnP2rrqf9wFcHuJ2oPNmlGv9tfn4zS9fUPUv7q83E+7o5N7Xd/N03VPnafGSDerIpG6i5CQi7C5pxSukQ5VMEONiMFSzbS6wdldYtd1MLB0op27EaeqOkaIGHvXi1ZzOJG7zgwys1qKw5nZzDvhLKkHsZuVgmY0orXOwW90M1OtwJDE3IWCScAE7xLWfZ+TBKpPHIpIIcZQ/dHd09XXr87fvurvyv27d9cMUcpUM7GkFQmVMrGocGrkU+ZaqsYM0AGgFg1PXHhgvshkd4f0yWY17ab7q56FACRnuHFTabqpMiFHYIJCHeamBlWtagY3MyEyh9USwzatHhn0MdcTQt/3ZibMFHZzEkKFEESbCGUmdgOBmRAi4cbUYDdPoBagIMKL9aIspEACODiqC0u6eW2E428riINrDSEyInGk0E6onV9euj8kog4uKNVltmZIbewwytapmXljN/6RFgATmefXN73xwWa9Bq9SKfdP1h8P/cnG0+oOJppqnWZPKh3lULbm5rTjRJSYowoExVRUcxInwNngxPB4lR3qTqYEJkfKDKIklJMzi7snoW7oVCX8EVQRT6Wqaq3mTc+XcwrPVzMjdxEiJjODGQND7iOxnQGrqqVSEiJKOYtIIiN4YiO3xCyMxKgwBTkYjj7J3eP1/ZPD3sqh1a5OzqLIqgVEknLOYk5aIjmezIyIWxygUSN/RqYBUS0KUNEK1w3bZ3ePnpxdb3InUSI74OAlTBchHCNncqEmMkbgARoTLo8gmZgzRDR4iM8Xd1vKKTuTuzOcQQxHM8yOcAGEKC38d0MCF9ilqppD3ZlADSGQLJQYSYjICdbMntwdTrecaQDxGqPxqDXGbeHmCGdngeW+q6Ye0QoRzBOr2gmOkOkD4kukzLdTB3+bBfB/+j/+t/+7//3/QY78tV/+9vWb3zy59l2VSjKNjw8xX7y+ePaVu8/TPPS9mqpSJ2RmWhVkEO5T5GrFqQghdjIQOKdqCvVeUtfDqqqZqkIrmGupOSeChXOtw3ISYeYuxc5i5lpDB5XcOzeriw+PmzTDw6o12NGB9LXIUbjZVGqIW6Zp6nKmlJJbJ2CiPkkiCCxHwjWBGAaBe5f5sOM7g3xwcnrv4EBVL8f5cnd1uunvdonnUt2aXIJqvAZqhYhM1Y1cnSjOATbz2bUaqbO6V/Jhte5yXg1DCBc4EgjeKUzATAmMlGZUqBu5NGFe8ArICTlWrVNjYKvCLC3LCFUpTPicSBXmhEaCNbhXDWljdLFVq5PHAkBQntzBkpJEAxwLoNk6xQeOnT8CCwAsxsCtIlp0ZVqVOHFKDicjJs4pV7fqGu7XBCcQNRtlv5UZxMl262rzx1gAX7959f/8V//u/OrFi4uvX789++aizHWS7Z6z3Dnsf3r/zkFSoibodHNVcxciApGqMkHNFpeRMEmxJIupNzHI2cAQFYF51Vqqtu1CvVrVop5dRNzUxXyxVxGHLM5i7nBGAoVCwABrWKkh4kib0cc7k70siZmTJE5p6DphCCEJJ6FOKIuEN03ofsjDt5xFsco0iBPblOVsnJ6/PrvYjasffBTeo64GCponYclWISIRdkI19SYoIcCra61cik9qF9N0XZvHZTDHXZqF9fvbHTX6DRM5GSqYQeFFEL8d/yozWXjWC4NvqxEHrGl0qjsMAC1iF4MTkRGTuxAbyGDWDP5C/0g5Jw59ZxiEsYdr2K1UyBfn3veUMeQON0PzynZmESFi8SBcEQm3iTuFQ3B89lb7Abd2Ne07fou3uF3fZgH8yy+evB3/H1avBpmR7U4eUp/7dery0G9WQy/sbhT2fNHohHuIG8IOEKraoOwlGEKMnGAgYWNQXSAzMEvqiKpVB8SbLNuszkmECSyQMCcFhBAEtjC0gjnDdTEsMtNaNRxNAWKGOxzkSsJETOYe6QHE4u5MnAQ5NcfPzK2oVXOI7JCMkb0yLHPqh+58f/16PN6AZ+NhtTFO1b3C1cJwGmpGYBFBSqXWuVShVJ2CD+dwIvPiWup+tvN5vqx1Z2aEuZRxFspSjMyc4kPabUHhQkwprBkiYLcZDIfe093J1LQKRaqkqxncuX2DW2/GRfAPcriG+9biSYHwAyIiYlB4IhEIKUz8g/ksLHAhbXcKBoeAhEUj7XRZNu5o7qggJu6YjAREtR0UDNPgX8U+JSTqCoABi7/z7evoSy31R+sB/vt/+8s/+2yzGtD1w+HJifBK8tF6PQwJZnU+f8PVsiQyUEoVTjCtVgAjS0JurO5umiUh7LkdYAiHATmxkwRJXjjCYynledZarZZit5It08zcbOwFAIxI3cWhMLR4KQdCg+UIU/Jlv6MWd2U5pSjPwq9BQCmoi1m6xEKUgCyhUVRiMsc42RfXV/1hf6B18Dzp1G/W22uY5akvm5MVu4uImk9FqXlImTmYTZxEBCS1FoWGW6PBzS0MqPalXlc9rzpSv0WhVapzfbarG6nXwm/Ptj/o/ZP7d3shswKEcx1aKowRiZEHNi+zmXlU4iLEZmYlEKR3LxBRayro3XzWDUSJUnw9KsaQii7q9oXR3/zCkhALJSZhEbQyLRqedqqQMy0ieiePciX6rpgSEIGgViWsVwWRXU8QYmIHO4shUcQOhJFLOw3VbTbVP9oCcPjT89HL9NNH6U6WVQfhmeqos/3733x12MmjOweJJRFRtG2x0UeYCIgZqJ4ShwgkVvD7J1o7+EScmiNU5UhK0/1u6+5d12HBIpYyipcPd9troVnSIba0yJHwiGGLDSOsec0iCQ5tXEmek/Q55dAxMSXyOFEcMGsZL9N+Z0cH2+6obOur62tVv97tJ6JV7r2nOk5lLnMmp+b4Z+YOZaNl44UunfpcS9gmMEiBverNNFcWdN14vZt35crEhkM6PlxlGq5vEotV9Ui+jh2xiQxuX08SYTVOjuJG71VMt4VyHA+39zya1tv3G+Db3/Iw3A7Y9fabuJETB8s7WP5tRMiCaFejzBOrkVkIIqZFyk0Ocm/fGhKpM6B47RH6ZmcSNFG9EdiZ3dmpCYXiGYbynPhWSvWHXt9mAdRq/5f/7m8B/IsfP/yk580q9d2G2CfDxeu3/f07RCQpkYXZ89L6uIUJavhIm2GpfIkIKaXw1sXyRocjQNwrmCl7Jx5eIzkFUz+cc5wWkoXHrXH9/c8bdh1ovxk85KUDjgyicELvupxSEpEuS58TkWfmhnsShXQjXGo74U/vnD65uvr7t69f3qhMWyG+3o8X+/1qtU6cqs37UjsVmDOFukXJncQN1KKnwybEmyAEREZcDDvVba07YFd21+M4ank9zr/+4tnq6/JPPzj54fHhSRqYoNVS64bj+G8HAUJFkKLstAbo4N0qiAW57D3LP/7emUBhRrI8jijoScLoAGj7MxMzyBFOME3wzmFNI0kSoleOlNglDyWe+W0xjyYeYndSeNBE4eTixGByFiK4UjOcWKqdKF8jgswEUJB9m/f/O4bkEbrkMfAGuTGhzxQoIxlR9AJN9cOgSHe5NRRoVtLMIVlyt1uVEBOTu6rOVYUIzF0iSXIqx1jSptw8bGPefRxq6Ri3tSYAVWvdBi1d33ICBF2GObZM6boUqVU5iQiJR2SKE1yW6A11g7tZHTp/6PIi0edvX5+u+5zy1XY82+4OV5LVp3FKjn6VWGpiIXM3F/IoHoLPJyJa3YunlLQWc1fzqdRxrvu53mg9G/VyuzNX8Xr14s2YjR8eQacZYs45SmxqJXGTlxFSYiBiLNutKaoGavHTv9c8vnd5O4Vv91FqQcvBTgATJCzjRKKjYuaUIgChYaCBRdDyanskqDHH8zJb7GFby0HLDnh7ejsLq3kUSJGJZqbR+6mGlBp+GxTROniHe3W7HP8x2aD/H6+PjlcZnMAU5gIsK3JZYDp3rzoTSRJiyUTgGA1T25Rxu9k3M2a/fU3NjR0piELM1TwlU/JS4pQIkxosK8UjO6RZ8C03F8vj9Peu237AF/klE3NClyPoEZJYhHJQTIMbiXfIy7IHQgxEooRdndYu7KLml/O4K0OnXkvdkQzTnFMmcHKStilQJIE2gQ6HCWYx+Fyrq6tanes0zgWplLofZ+l6c3X49XY8e7191K3S4MauqpmpjYWgjAYatN2bmEGWTI0bwIP3kvneu7wda4DFKRqvfgs1ijvUkCIianYvzDnWMAWNosm7wjAYt5pPQtTry7Nm5ubNQfGklvfA3aMvjCRQZzOrtVq4hQeo177Lu/EZlgcIIjc73/3HpsK8f32bBXB60H92d9Uz/vTxQUrkTAqrADOYVOdZQG5K5MEIX87Q+PAEEJPTUusDKKXmJCnAsHi7gzAXqA63GXE1i3KQmJw4UiTU3FSjqGjSDloMmeAGtpZkHmN3c/u9LVCIWCBCLJy7CC/nKLQAmEfwDYrWCPp1wEAFuFD9+noqByfa92oYZx1Vr7dTOTGUqkVntrnGE1VEVIxQl2XV52HoiEhVK4V/FBgEhXnlcABQn+ZxLrYd5zurw4vL6/08Xc71b56+KkQ/vH9872C9Iq6BHblK5NrEQCogXo/zASmMiIw8Mif9do8nbVJ0agWQV9y+pnE8EhGDI0SMwBSKCEoizRqIvPEXYACFPoHfe/sRRklgA4HY4CROAS2FzWSYKAbLyFtlRi1TOdwjI6KQAF/6O7P4p+UhtuiZb3X9wQtgPeT/9V99cpR86OXkoGcWIyagMwDe5f7yZl+riWmWcMqXVkFGr0pEIAGROzu7whgMMq1qjCUfgJpRQFjgKy/wMIvokjBXHWrUIO1lr3KHuxuWN96ghhiMxlOPDiQeMwAw5cQSdubuTNSlRCC1MAAUJXhEHRqC9KWeX+/nF7url3N5M49l1uvqPVGBWzVUr+NsihYbXCr6LOI5UWJe5bzuuiDuKlElEubEFUCtNRGbVSd2tf1+Vyltdztxp4wt1cn1m92UX10VBuf0qOvJ22vkEqMikFoNg4iGcTkRkRB5jJED4nF3GJMZOTxUyjFdijSEhVbgFPl74Jw4Md8GWQuIQLIwJuL7Mtp+Fm9+Az2JCBCIwNyUKNIRCMTmQf8P0KnR5gOzdYNrMvOD9WoQgcM8eAPvjEYp1kkcpGavr/b6rZqAP3gB/Gc/fvzhyXqVqR8yEak5QiVoXi2QCUUAEcxJKHEECf0e0OPqTmayZKanWCaBlsT4xpkRhuklsgSdgVaVppRKKe7Ewgte/Q4Gvv3/bWjgLddt+SIAvz18As67vRClZ5CyTEWEQOpe1WAUflvbOj29vsmPHm9Mv/jV87PzkQ/6vc5CxIlLrTbueumJ2gEvzF1OXeaOuBdhN1ZFy0cSCAjQ7GVOhWuG9YRemLRIZmGc32xXQx63ZT9WGvKT8+v1web+tpymTrXEBqyIHZEAd7PcIkWIRWqt8R5KSmG7wswWbnCE36uIHAu8YnAwU5e6JJyZhJGY5T2jAF6Gj4s/U6sPhd+hcHFZdKxEJIzbHxcG1KYAiJyE4iB0Z3aQi5sVtfVqyDFKdlk8Axobw4xNUYkiReHt9fhH4gL96IOjuwfduhPkHJr2945Lyjk7zZFaSICAOPZ7NKA7THdiL2/QSgRoLt9/uZUesaRApAtGWjTiZTUzScnU61Jg0jIMD7Bh6bq8nbNoxzoai8viz4TCKycKP4v4M1WVPFo9aFUmUre5Vii5obpPzm/28y/+7S9fX8673Xi9u7h7/MH5+UViHrJoLbv9NBwPTMYwhgm5EDpJ65y6mBvBmZhC/hqHW5dd3VTHiRPpKksvPGrtcrrYjyf95qCk3bjdzlodr3d2OWGnumpBjWwaMyyLqWrRKrTAPoSUE6m7vWt+KN7I5f7b4uLMy/gWCIMPbk+wneGLmQnaSR4Ov04eyeeBbvC7aOTYfWDxex6O01FqtUSt5UMSAt6MMA5CcWznutr0IqmUSd0Xq6Yo18ixhFGqm9n0Hx0L+V0XQKS/DIkLwaIEN1O3RJxEVsPw8s15sdqLLLBEu9HBnQoeqLuHiiXikgC42/vbMMhugWRvwE6MHpfShShw1Ppe9vpSIbZ/t6GD7eb6bZkUowAiavrGhmME1KAKCCcrGkQ91VJNq7tHMwG63u9319P+xi9u9kzk7oppu70+PNqsEs/jSCySOHOQfz0Ld1lyopBKUYPTLczsEzsTC8E0lVmGnPtkQ07robu42fc59V2/GlZdGvZFd+N2I7ICSOtUiggRnGEtMZt5QWIa+tneraY5eTfwCjwXt3QVdzMlJpHE710RWB1nS1Qft7SGEKACiNc4iqzb+3/7tlDb+rCYRbfjwR3Bfl0YJTCAgrIOKtWq6eX1zWZzbGZMbG5u9T0ANDYOi0bPzesfrQf4zfPLP/3gLod4F+ROasrsnDohP+i7fZ3GYkfrDDOjIOeQWQxlmw7CHbXWeOfaMwo4qHX9uK1YsPTKMedrVnq+oMFoPcMCMwcmiOW5IpDOdxV/u9ox2v51b7hEO0PUa0yWGoBr1bzCarUSUJPRRtJJ1tfiL9+8zRLERz9cDR1Dp5K7ToQJzS5SCH3OQ58zi6T4/AaQcISGATAh6gSdcJfykOogsu76jqeBNXGadtvNavXx/aN5TCeb/uPj4aRjmCsLB6lgGdYSOIrS24KTKbJ9LfYdLGCZMDdglImZXVJsFFjKm7bluzO5sGRhYrJmRfzuZoYZfaM2oOVGLT8lmj5IZrjVGqxnRObH7eWAxf0GVbPqVNRrrWUqg0iMSBow4oF6Id4ZWvpmd5zvvg0Gim+xAJ6+vpxnXfdtnB7Gm12XiR2umz4X1X1RspX5rDHjIAqfNyJSUHF01AKI0PggYObGF+M4G4laeLs22iLcAF7g5JimJGE2MvLihcgpZKoLBiopgoWw/BgQMQvHG9IU7t7ubikVgJkHtOJEpgq4qlVTgKqjmqvaNOla7FGPb+DXnR9sBp+ReDharRmkqpthSEyJMXSyzrxidLCOOWWJ1DPhHMgdwSJMxeHM3mfuU+556piG1K1yWlXr2MYy3T89BjkG3F8Pxz1nN1MqBAbCmBWNVWnGUGozchFxYsDY3VzdNFg+xJxZlj2T3B0piNnKETAf35la/t/tuSCy8NdoGUk1okPD96CxLQPExiDiak6JLBx/RIgDyHNTM6ANOsMc08zV1XlWL6okfDT0pDW4jUFZJBZC+Bw4yBa8CGd/tAXw8noaZ7Uu+GQxrWIYmbmIrHIaUpqmmQ+ZhCNl3SPxbcEolWDMjNTOtC7Cf6q7M3E1ExLz2MCJQoUKd0cbxLot5yh5dXcLkylQeFHCVd/vw1rq5FIpQVjQalwzY+bgqnjzLkB1MqKgGKlpANLNBBkEkLqK1UOhT+6shxX6YfXq1c3R4eagz1aUSRIhObokfZZV5nUnQ05CzawfAIg4JatV58pGBBFyAbJQ7iRn6bL0naz6ri/1oLfz7T5x7oYEiDgUVIzNWRs/3p0QbFutRsLEbGj0z6j9Y7NMJCRkzKoGBseofRkIsxAig9WdmRJzG+QLg9mIHB7D4Xd4AwlJvL3uMQGILEx4C5V3M3cScbJQPkCJXdS9CVxbt+jWNAau4FH1yhw5HffipPBUmapGHBOFa3ZL32CCQ+u3a4C/1QK43k9Pzq7urY9BQa/xZnQGZuKDLJuc53m2xI1waaagCDpvpCciNQtYvkC9sjNROPeTuXoXp4u/I75aYMX+XjpDK5OomgVMHfvZMmx8D4deLPjw3vAL70gZ76A1M6vqs5miSfXcvZbqcDfyqcYnqKoKONNm6E+ISfL2+unjBw86ZtLaSepFepEh51XOq9x1KSURThLm6a1+U11omNGZIAZKQ8pDTquceuZ1Siui46Gf61Sm7dHBqXuCe3AzSi2zV3IXWJ8zUooki+oagduIkwHLgCxq1kabRuR3B6MsBuhYOMsxGTA1kXY+BYnXAXovn50Ag9VFTRFfI/KiFQAnWcbxHJhqSjlkNEWrqjq1ShRO5lBHdRSjGZgcV9vrw1U3xBAOZDGMwPJr7FbOasTmRWma/1hNsLtfbnfASYu/QjzHyLWnTH738HBXirUP6gCZu5I3Oxh38qj5vEHrwl4d5imlJMndiypRWLg2FgqIi5bwi23YxTJtv2WIAO3wjdbifVrR8geDLES37XJKyczciBr+Y+pegr8SSkI19cisi3gUC0e0wiimAmy64WacTw/Xdw6HDCXTvk8dc59klXOfci+pS1kkkLC2J9DyxhCHHTrcPaWkqkx1yLIZusNJb6bpMKXKRCcHSWqCqsNABg9LCJbwVXzHDgPQxNdoTWLbKLHMBNSJiBvw4AAWYhK9/4g5wGt6N5uPxRGVePwBB8waDBfPJVjpjeTl7EIsUSR47Pa1WF0UNsFmaF2Vof0XqIR9mbdXl3/+8WNSAwf8xhGeG5WBtbYrWg/bTtPLqz84ITiubzMJfnK2NUNib7cjmvJlVznarF5+87q4Z0LyaFv9liCiVQURBOfkXmEwdXVXMw81ElxLHCwIxZMkUOiG38W5GBDIQdv+3dVD9sG0PNrb1YLlIcWvahay+vhj1S2A9FJVzUACg9oCqlrwT2AOCgkOEYTdTIy73L/46smDk4ONIBng3jH3koYur3I3SE7MFLUrkcGttmlrg6Tw7uMxN0lhn3iV09HQbaf+Ju+n6qlfEyBuKXe7ce/I5i45ORmZh5arht0onNyTSEzduXFcoWZpMWR7b1qF9+/PbeRCu5YV8T68FnYARO8gCjVdrM6jUNdopadaGELuam7O7lar1qrtbA10afHA1lD6gpGkqt9MI2q5u+7ZoeZGGsVnY4Y6Fn0xkcPM9/XbmCLG9W0WwHa2SlUqVyC5h0STkBjsbqeb7mp7dXEzDsdrA6sqsRODHQxnYgQzLtp/eDWVCGE3eF3qezjcCGBn87qUQ44A1TxY/QEGN+VSNXVb1EzeyINO7+1scYWfVCki0pCoUPq1Uo7UvFoD6Yy4mlZVgAMrcmIHx1iu6ny+HedS7hxtZN6Toku8SnK4Ho5Wq3XXr7quSyIsLC2NKz5OY/C+16l4lN0p9V2uaoPicIWplpttt9fS9RkJybzv+8vt9ma3O0ipKFjC15CVYC3qDMxguDqs6nLwuFV1R0op5USIqLR/cFfotv65PRnI4U5tCQNwg7UFEOA1ta1HWSTsYmIKYWbUqOZWqpqxu90eNUHkd0JtsxpXcwe5iBHv9uN2Xx6fnh4nMnYLa9zqSvGmwdzU4zBvs4HxH/J//4Dr2ywAraaGambEAKl5MVWzqsqMo82KhV5fXt89XHWAmRPMwAojFgNmVTJqcc3uaq5VhZOZM5uqNgYinIlrVSAqIo946aBLOLXdIEYpvniMF19aZsABDrakG3w5EIy6rr/d5kzBnIjIVE1pLsVAShEECm88W3I4xRqI9HgnV9+PdZ7KJw/vrsUpoWodcj5edyfr/njI6yxZJIcTBrG5mbpXQxRp7O5K1CYeLNFemhBn5iFJ6f2gdCebflt1VEOXRdhtOj7evHz24nDo+zQkZyZSp2rOzacHbEaJzQnubFUEiRksU1UFWQyzwLw0OQsY/W5YHpeZVQdpVKHuIX5vFS/B2lJpd0mVnUUi21oMsNpM4c0iWa/Fr7oD7uHCpwtHWmGGpOC942ws51f7//STx4kBllqrubFViBORR/DJ8iEJpGqvrsc/6gJ4enY9Fe9yEmKYq7vC1LQqJcKQ5e7R4fnN9bacbBKrI4EdpO39AwFirAbnFies5koqInAlwNzFwXG8xhAgzLytEHMSwfJ+B1PTAAovcSIjt1sBtpM5OAhj3ow3mAVES2oYiplbLeaqcTrHoeR1mabZLamlwSYeP1Sd1SmLPDxdZ8zFtUt8MHRH62Ez5CFR1xGLghNETM2CebQMpAEQ2E1hAQo6zNkhhMzcZV5D6pDvHazHYq/3o6tLx9Vrn3rrN1++PVutH62dydhdid3IOdL3HEScwASEVDd4uCIpxiPhwR0h7IGNAU0fFx8sPuSi5A+pdqPEBt+ZQK17RtQ+AOBOofK1oNmBiGieirlL7t0Uzk5QtWoN/2uzQHcYjEmF95OdX+8PV8P9TYpqFsSqtVp1EY8mBItWxEGQWvTv/nBDuO+0AKZSx+KHgwjxAta02Z4ZZcEPH9z/n798eTPrSSeJwJDAGuNUTSzxZt9WliJLeiDC9FbNLdhpZM7M5hGZKW4etFMHzNXbZLfNvBoZOorFQErN1S2G9yzNVSDsg9rea6haalT7zTrFi2qYloBizujGTAZBzH2tEtckBmPXzAl1ZvWDnE7Ww+F6OBj6nDgA9cZsBaLjRRsPkZkxNRj3XUtAkIiTIXRJNkNfVO8odqVcT/tqBhYr+unjh7/+4revt/PjdUpU27kYsX+Au8/zbMJ9lwFSVRZW0+VHUOvIF5G5LfkA/+ApRy8bckW/bXM9OBetQ5NbRhCF3nFB9uEACUnqsgFqXiOPzN3cAmxYhsoACCqWYIneXtVnL17/8x8/POpydGsAGWBtCTaBvzUOBQNU1ffzH7cEckf41LKDRYhMW2Zp8BHs8emR/Pbp9XbcrbqNcELANO3Z3/ZXt4+k1lrdSOn2DwANuq6qcA+h1m15ugxklzuy0ADJ2g3Cso2pBYnIiblllke73J5WO0Vaa9gq2ga6xn/iG7sj2mCHV/e92Vh1tRqo1LLb13l/0KWj9epoGDZdzkJdosTvxs/M7ORMVFVxi1PFJ3t3IETjY2GZwMRdls1qOHWaaikXFzf7nZOQdF03PXrw+OX5+Uk3DNkEwHuSH1q+Z62VRFoiV9SiLSWkZpFlzuju756LL71lfOYWLiihB2Yzq6qNQR3IlSS5VbPEoQsDtfNE3HLOsRpSzmZWq1bT6vb+j3aPbJG8U/vl02cp4aPDgWOJEVr8qIOXqi0EfTXYM/Bi354LjW/ZA5i/vRkfHHfmTindPkEzj9SqtfDjk6M3ry/uHm0ONmJTcWqWEAtk+e52x12IaY6W6vCcMzMZEcyNoCELcgNL3GlmNrippZRCohX0mphbteex7DFEYo05ZADcvMJMNeBVwB2scFUlkMZRQ+SRe4V3004sBfAE3VWdSuW5bJgw6SDpeBhO15vDoe8TC5SjSvLQf8DdJOXWvSwPPkrx24EDE5EbzAgmBPMWNLTKcrrq9tNg7pN6JvJx++Dk/n6aXl5d9cfrtYiQELmpwT0RL29zTGG8AuGfFHfGzMZS2T2ISe9tOu004EUvyhz2BcZ8S3do4oG4t2qVFsVLfDd3BRlH3llOJGzWpprVrXrs/YshFAgEY56IU+6+fP76zdnb/+pPPzvK4mpRmjm5x/A3UrMi05jZwIHQjXOt+sddAOZ+th3N18XALK6sThUQBzu5k8A/uX/n6198dfX43r3DYxbVWhkRWw33d7tUOxCYnVxVJUlwhsyhqsvsLJGIqXvbzVFVhVlSijhTc9Vab5dTfNs2ESNpyho02COUdSJdKO6IiBIkicOrqrZO1c1cNXqAELYCAJiVsZ/n/ezDsIIappmqrg6Go9XqcDX0OS0qSqOIdW33jOKvHdfSelo8zGbsbsYOM4W7MFX1gJwSbN3J8dDvSqlavFQmx83FR/fv/Pbps9fb/HAj4i6kQahXV14UWmoBrwCgLjfsn4glS1jaLl9pfzh2oqpVWAInYhZbBixgEkqmNs+zhbRR7XaMmBCTuCA0YyqlmrE0f0RrPCtd5jZxP+EOE+7Ww9OLq188ff3o8OhHJ2trE14AYL+dFVitFZw4ieSkSELq03S2G8/335IHgW8tiTy73peq7C5mMFZ2AxGLwbwYzO8crO8c9K/fvH1893hYrbDfm1Y0RgQIgQDXxqcwRxYwF1WR5EQGqvNMoTQQsRgTUApObynF3aXj6PBu8f42gndH290JlBBUk2ZM4gYKpyAQWzBoSnWGqkV/Zu5uZO0sWGbPXgAuVXeO87msD49lnud5QikHfT5Yp82qW3XSSyTRI97tLCxgVqcEU5UsoQdpyHjsqEQc1n8RzEGkoRFVUzMyy6Be5HDV30xl3Ne5qMNgO+n6x48fP33ytE98kEXIRCSBKAw00Jx7Eolx8qBME4Xdg7kLS3it1Vqdgp7NquoAt2+z4NHNWAnhUmmB/jFpmOp5eBoGucfATgYhJGILZDolSgmAVQ0M35Cci8PMGZAu563S509eTzdXf/XnP1hxsKZvB8WMgFkcREJdh65DErbUSd7P5dn5txyBLd/9W13Pzq7VI6qQ3U3NiqmGNtccjj7LTz55uL+6OLvaIa8pZ3MCCQAnVLdZY67pGqQ6M1UDqNY6jtM4zyCWlJ1YtUW2BOXC4iVfvkk1B0t1V4czGaioz1U1sBCKAQrFqWIN7gtic/OmU/U6qVfU6rV61Qb6MKc2nnSYkxnGYm/GnUrqweP19bzfC9Phuj9cD6su9anZAYAY4HASiRTIEG6hDfHcNcAfBCTl7lXVAkh2FENRNwv/a0/EwtKlfNAP666Da521Ft1fXR9mOb57/OL6el/NXGpRs6pwhauaqkcAp0Xs1lJzAgBIDQY2EkqdQ6pTUVRno6TO1cicq1k1r+q1WtXFeYdZARVW8mI6V52qjlUntdlcnc3ZjFVpVhikkMyg6lQNpsudcCYwSaJVnw6Pvnh1/uzly794dPrhKld1ktwYecQMJiM0zQgRcZKExvumPKyu5m9f/+BbnwBTVXUeJDXGpplphEa1pZtr/eDw4M3xwduzs/t3Tx5uDrSYV3VyIwOTm2mdRVLixtePwgBReqpWVTXnVr9AzW+7nZQSMc21MDNLpubzbFadmTkJ3M1MW9sKAMLy3mSsDXqsXW3YGRwfU3MijRiI8C2Eu6MarqxObh+e3hlfndf9lIB1nw7Xw+GwGnInMQlqfiFshElrDvDHnAWNBNH6XddY8YGL13p5fpEldateFzpTXBRiFOa+y4frYT9NN1O1qoZyc3b2wcOHn29vXu63jw8OB4dVc3Zh4danwtxr1TBfvSX6I4x7nPg9VbovFekt3UetVavWpijh8gRtvE8yZ2/YEwLuT47gGlW4wzllTSzmjcfW7r7DBc5ItL535+tXF59/8+Lu4fovPrq/FqrC3rgcfnthURbUUkbVCnihqZSp+svzPzgZ8v3rWy6Al5f7Wf0gRz/kVWsRmYlWnbAkqBK8d/343ukvXp7/7tnTk5/8aHV0Ml9d1jI7TLipQqpWh0tunbS/Z1tQ1VQLM3dd5+5zmTjlgJTmWhpoY15KFZFWqcNp8TJoUpWFrlHpnRXP+1iHtinvYp/o5m7VXB2lVjPTWuGkTnuiizI/ePBAt+O03aHWvs+Hq+HkYLMZelmaGaD1iCbEcJZkZiziaiTk5FHtIJhIGjLjVuBaqc5EkigKGYBADoOBgD6nzao/nIZZd7tSTA3m2zdvP/v006+eP9u5c62JCIxC6uTBrTAz7rowXIi/Zkrpthd/f/P8ByiQuzfPZiBOUW31kEOSuoUVT41zQcgNdfFjjDgsyRkscdQKEZhiQyIhq0QsR/eO347z589f2jz9kx9/drRObiaN2OgWdMnSJJ0xpqlaK1wdWrzWcr0try533+4djuvbngBFx9lpFRv2Uq69Y8myAUno7qa/u05fPHly9+TkTz76MKvO26vIRAZZhJYqQB6JbmgHiZm759znnlW1qNVa1VwopMQLF0VEOFVVdidia7yacC82NwUQ1lzh+4kof6yBMPFRmTkEA/FTrQXWR9njDRU1Ht0vtPabzSb1b58/n6ZxBTpcDadHm3WfMiGjJR+2aXGA/8Jhfq/7PXeZGXOd2093GBTNno1y7o6Ojqbd3sP64PZOAmjzAWTBuktHB8N+LvNcJy2u7kTUpU8+/vj1Ny9B7IbBwGLva07MrJpbAE1BAhdmFvC7OUB8pGDmtUcAzHFGhcEbUW11I5lZjEqKk1KvRNtxX9xSTgKIeUeewH0i1lg2bgReqMxqnvt8dOfOyPzVs6+urm/+4pMPPzxYuRVlEVNyLRYl4TsaTEweYh7A4Xnhfj1O3wUCwnfxBbreVTvJiYOZySCypc52IFgSHemnD+5djvPTZy8Oh9XH907gdby81EAkY6gOqmpFVSg8VGIl6DwXakZC4lCWhIUQCwBM5k4GUDINvQs7bmcraAAMAXi/S3YPxLOtCjNAyXWhQKurupulVkS5m1FxXKtSzh89fPT6y6e77Y5cY/s/XPVDZoEnaepBeJh5LzmgAABVE3OvSiBmSjmH4rk1Ig44utzzimrIt25LIAoenTOZEA1ZDlb9fORaUW92MxTTXN+c5X44Oj65ubpJOadae9Sl9nMmCu9diWoKrm4JTG4t7WIZw5l7aJRv7yGz3NafClcnjYKQMamWqtc7P78pN9O0L1OFS5fWnRwlPln3B7mb1QSk7s4k8AQwnMHEeXPnKB8OL15dvnx5/uDO/Y9O1gnqLBT8PrepFo2JzILgLTMz8DLkLF5fXt6M31YNHNe3XwBfvDr78eMPnaM+S8UsMc/VAWWCCVUiBh9n+ctPPv43Xzz5xS9/wz/70Y8e32fV7faymBIoNZYfLOZqTnFYS0rkHHbmTEiSaiT9EoHklkNSfQaasDXmrB4aDgoCRfgsWdRLLGJmamxgYVEzM3KnUovWmOUFGS/0PdVg7FDj0X0PPD49uXr1end9U1UH1qPNwZ3D4XjoO0FyENXwS2AsHmkOMVAiOCQJi5h5ThkEN1I3EmKWIHaFlIdyl9zmWqoZESAkzurGRALqpNE9WDomNtezcZq1VtNXT599+KMfTxt/c31pwm42cCYI3KlW53RrNw4Qi5i7ucUUgD2IGM2vwBbuh5rG7NlZnKgazNlN1XQqfjXbs4vdy6v95TgWM2rH35gEdw5XD1I+5nLQ1V44VYGItfGzrkU2p3c3B8PZbvv1i5cPjo8+Pl710b1JOKxRqTbP4eUlQOiJ3SOae6GCKlRdx/LteaDfdQG8uRnVxUlCmWbwaiZkpBaAsJmFZ9fG6U8+evzvv372t5//7s6d4wcfPJifz/N2nyLzMRa0BGMMMekDCbmTtHY2yvGUuwDU7TYQSuSWXVhqATkzSdjfms2luJs0H4bGEYqoEbO6dMCm4YvG7GbMkbNklY0rWfU559fz7u7RSQd+/uq1qZvV9ZAf3zu9d3K06lNCFXBKCMLnItlvd8AabckFMU+giGNxQpastYKJSVDjXF+0va3tCwoHRJA83lN0IBHJJ4fuhvOrt9tRDVzmN0+fPPrRD56W6ZuLqw8PDxm6IXPQFOW3Gy9jGFVlIXDjpU3zHPGmJClEOnXJv7A2ZieNhEIz1TIqne3r128uv7m6qWDqui7JPM9qlnPXZanM5/t5N49H6/6IVse9gKgzN1hOcvzwwaOH999c73/+m1/6NH1y52QNTykt/YjXWqd5VnWiViBGLRohC0bx/1FNXfH5q5vv9Pp/lwXw1eur7axDhPeQexCbqdmGBfHDmwia7q74Tz55/MXb63/1y1//L/78hw8+/pCfvhpvdk4W0EyYJ9v7+T/CvuA0cUZPWqKTQ3s7YjKMqtWDNOIK8pxSEG9SzoG1arAAzMJGj4lqrbfjeCZSuHs8BjefzdSMCDIxvTFNB0dHw/rNs6dWVdUy4/T44O7J8cF61UEThFm4OagtTbY7mNSsmuWcTBUx0UtCRJQTMakqiCQlr7UtHXYtxeFLqDg7IUy0mRlOLXnW6WDVP6BTsBQ7091Y3ev26tlvf/P4xz/+otjX1/uPjzeic89CMZt0GBamFBFYwqLS1Yg4wtu9vW2t6g+SUiDUxUyBWn1WO9vXz19ffnO5LfCDo1U/9PM8g33ou2E1dDkJkwET6avttEdm54OUOcuw7j98fO/ho7vbm/mXv/vKlT45PVr5zJJrVSKvtZZSaq211KZtePe60W1BGTiVuVf17bfyA33/+vYL4OJm//Zmf++ge/clD/1R24DjC43x7fR4tRo3/e8uLn/17IV8+tEHP/j05dPnu8trrzHkApZ6NFx9iAhMkRnscCQhQOgdWOHu5TZABeDFYhqAqtZSFzU9btWxtwSYePuDYlRrjUMoqC/qVF2hNEl+IzYTf3Jw9+ab5/Nub6q11NOj1cOTw4Mhd4SEcMuJZLlgzTGHnSWBhUFwoq7vOWciODwMNc2dcmJxAqobM3uEgi/VGpuDuKoRNa2M1mJmFGEFLCcrIcBNS/WrgqmMtL15/eWXP/3hj758df7F2eXjVX7U01pLggQYFfeKiLw6PPyagkxlpaqGrxWFg5XC2c1q1eKo7kV1rn411Sdvr59fbHfgrk9VfX95WWuVlDruVNWyIMJTIWoo2zkX7k77+6dHn358/8H90/24f/LmUmAfHvUbdlTUqkQopSwD5oU1HfsgExNrbV9noLpXrao6zfXFxXeaguE7muM+P7v+yYOjxez5lleCoDsseoX4HZZaPzrsxrk7e3Xxm5RXP1rf/+yTN18/311c6Txjsbwg95RSrbXWqmZhDqmxN8Bvg3NUrdZCEo593IoNbWh3yAQsEG0nLHbkkTJcaw2uxDzPaDS4xp5wd4YkSjvYOdHbcfzRBx9PL97ub67hbu5dzg9OTu4frteJEgxWIe0vz0Sx+NuPckRiBGJSKkw5aS0Kc3BIopgBc0mZAS9qZuxJ3LQGOUKtje4AgImNXIDkYAcRToYex8fjZOObyzG4gNvx1W9+89mPf3p0ePjkd1+LbB52fQ8kA1EMnzg2AKKWXSDMbl5KobwEMLl7jNtDPewI2Gdf9PXN9Ozs6rqYp87GMu72qZNgVVWHq4l5Shzpg2H3SUP/6NMPf/jh8YO7h9+8Ont9ub88uxxsHlBrdaKcJdU6l1Ls9zlt7XOCm/C/8aZvkQXfT/U/4LD+wdd3WgDPzrbVtOMUmscYGJHFKDQGQs5geAvlEtMf3j15crV79fLtL3r+T3/2Fx//+Eevvnxy9eZsqqM51I2I3YxA5pi1MgxG7iAmmKtp1RKbd8q5qM5TYZEk0qA8a+bpAZ8wMQjvcRooE2KBEVEphaIIaTz/iAOVBCmd31j5+P7j+fX59vItvEXrnR6sP7xzvGInq9FU3gYNRd1lyySJmAyeuM2xFMbwIIiSOTFFJgQcnBOqIXmijoUdXnU296Lqy/g8YKvQ1BOYyMPV5GjoPjo9Guf56u2+VhaYWH31+W8e/uCToz/76S9/8+VU+x/cOWRU0klhrjXApw6Zl2mMMCS7CYUNv0ia5zkkHNWsqBuRue/H+c319mKeZpc67hKnw81GMqsps0xT6YdBFQQTWBK5d//u4wcPHj86OBqoAC/f3JxfTmdn1914zV5d2Bh97vb7cRq3Qrj1XQSg1VuEcIuVud0Iov4xwH/39sa+8wr4Tgvg5fn1pJrA4i0UE2iZsLbYDCwvA3v4VZl9MmTs6qsv3jw5OPvJDz96/NNPh4P88unLcRpJuZqSC9SE6rrrJrPRKgwMT96Rk4kqqRIqYCDpOg1upjAhXNE0lMdZkosoWK2ozbnrHRhdO1dzNWRQ17Erq6rN5mHXk1O6Tl2p88M01OuL3cVb17lWrUUp4fHJ4d2Be/HkRhAnFHPyAhFv/gdN/Q43LVrBnLLlJEMXTAAOEYi6CEOYGW7VySGAsHQDE0zNVMsc+ZatQGRicyeGEmn7CU5uq4PuYT1+ebV7PRVzzaB+4rdfPN08evBP/vxHry4u/v787d3NwcNu3UNt3gucSESSQIy4mhk0S7jKhI8Ep+QAwajaDJRaUCffjXi9LXtjq7pe90eHd4nUaEpYOdF6yH2fDjaHJ4erBw9OTk6Pe7Krq/3fP31+sFn96ccHfn51+fJlsdoJMzpmcq3TtBvHXYgpPdQLTAAqWhxk9CFh/h4G3WYwExhupu8EgMb1nRbAxc24neqwSjmm625R+0aNrosIHcAiwg63ODw+Ht7czL/75W+nebp3/+D+/ZOHebh4+XK62o11UjbpejcqqiAWFie4p5BBNK5oBS0OBHCYRjPt7h7iFzefq7FrWNYLQ8uYuTeDqaWUK3eVfdbKlDnTxqgkYUlbq6XDoQ9XL16V6y1VRVU1nXW+u9ncOxhWHfVdyjmBKCLag6bS/EYIcCQiQJNwmSto3qROfaYgBalZqanvgqgQt4WW2DJKyT0oqACg2ijdWNzvbsOgYrAnSTrh4wO6f3L05tmLCq/CMypPun/xCvvx048ff/zg7pfPXvzNixf3N0f3V5tDwYqdJGRzxlUJ5JysfUsADiYnuFUid047LduKy8nGmXIeDg7z8fE6pS4nUloJDfdONx/cP1ofHtRhLQP3m9VsePHq1fOL87t5yGnzi1/9Lt1sj5hFqAqnRDCbxrHMk7sxpeUdoZgEErXT6XYosSgIbjl6/Pztd4WA8B0XwH7W5xf701UfNkzUiPUWz0iEAZprBbxfmgMAInIgGI4Pz7bl689/q+nTby7f/uSTj+9uPrt49lLPLqapMNwTea3iXJXUyFkR6eRwUy2lpOQwdjgRC5EEXF1LtL+ZJbEAKDabmYe8TGtKxLkr6m7apewQcxMWG3IhL73QsM7b/fWLN7bdaSlVqwGqTvD7x4enh5uuo67LkjrTmJU1dgsBFIZG5kYK8mqa3Vw9uSic2IkIaplFZ511grS4OndENk2ZdjfXN6UEUSg4GlEDQtWiTb2dsEUFn52GJA9PT56+OTuf56kKyHphodkuL99M+6N7d3/26advH374+VdfffH8+WGff/T40QHnnrBOJDKnYPJaCS1LrRpMPWZLJGbc91Lhxwf+ZysZTu9ITt1KDu6erI+PSTaCNNCYk/32cjy/mVcF3XakqrS7Xk3b/U3+9bPXZdp+dnpnI+iIIa6q426nZQ5vbl8Mb97XS4Ta6R1BA0BbDw5gKnWu/78+AdT8t8/P/vTxcVUllobakmsgaGZJhITbp15wISKCc/Jyd819za+++PL0Bz/4u9+9PDk4+ORHn60f7s6/eVZvdlx9n1cVlLjaPM7EjszIFKOvCBVQC0c6IqrWrPaUOYprNZWUJGd21FKITdiJWQ2QxMzS92Apw4As1/vr9WZ95+jwxZOn44vXtJ9Ma4EWt5BKrof8wenxpuOcRCQ7MQSupEoaRZnLbcLuNKkIJSE416rjbnR3ySJdSqDKQkkgPE5TfHPEMhaZ57rb7d1hkf0DClA2JgQiEt4It2AxEXmZxeyoT3c3q/PdbpIsiTNQoa7eT7Z/8WJ3dj6c3Pmrjx7uPn708mZ+S/k18enh6nTdj+dvyGqX82a4M0+Tu3mOFhl5SP1qQJlPSe7J6gfdcFPmUacZezMz2dzIkafNQdmdZuh+u7Hu5PSk7C6//uLJ2ZuL+frcVPvhoGhZDTyOe1utY5ZXa53nmdwC2Yk8snCaMLPbZeBNlknMHNnSDbuGF/PdtzXDev/6bhlhwNnVrlbvEjX5EbFCvWUCoJganIXNXYgC6E0pGXEmYtKDzH1a3Xzzio8e8UH3b375+eZw8+CjD+7mIW2vp7NXfj3e7Ix4DSuus1s1F1VXSEpdEoTnaBDZEd4cqq5qoCzJYHOdU8rU90zO7F3OLiv0fepY+v56NhOsN5sf9w8uXr9+/YvfjBcXqtNYy66Uam6qpbqZnx6t7m6GLgJogpDiMKdSNdTDTMTR5RKZmZqW2ZRCyglnYlWePRGTlUgaKjGOBVWtcLCILuY5pWg4zVa3CvdmG8yk0ZG2iINAmDrhnux4vRKmfSmZJAvcPasRKtzEbT57qRdvXbr7qwNsDoej3HUFxPv1wQjeUr5gnoVTSqk5izkTU6GinXOaJuDGaNIul9VQBtRxX3daR9ttz998ff786vLts+uyH7Vsb66ut8Xw4aPT49OTXZm7JAmcQQ5VAlUvux2Z5xCaNa2G1dqQ64bp0e+/aoSitVY1ODFdjfPZ7ruOgfHdF8BXr2/2FatO4EbmKlBzd42ADDeP6iOM+W5XsxMMXlVTksHBWvbXT0veH66Onr29+vXzq0cPjn/2w9OPfvRPGJv5ahrfvK7XL8o8b0fb7Wk76lQNHNkIlYgEbZzsAMwY1OXcixzKxB1VWXs+4NVBv5I+667S1XY/TTswlSzHfV8vrn/78vNycalltnmaXeeqtWqAEGYGx/HhZp0lR5CHwazGgMIIeku+IFaHm9dirlWYKmmLaE2c4WxWabFucy/urZFwC4v9YCKYeimResHO1MRZbkbVwbLMGGNEYBr0adus+lXKu6LhvEmKikgKRzYXNSMTUdrd8MWL6RntpfPUl5Q5Sc5CQp0ATrXWvs9910Oxn+ZprlX6i4v99X5/eXWlRauNZb+9Hsto0F3RypOWqrqbCrORjkC+e/9B1/XwmroB8D5JZmZCsepatdREaLyeBpe0JmfxpAiPtOb66o5qXA3VvZI50hcvL7/jqxvXd10A41x/8+L8n3/2IAlcyAkFyMxOHFy3JCEUdbhHyVtMpcJSEhatZkQ5kZjq27PK21yNKe3G1d/87uJfv1h/1r95QC+NVv7ogyrHZtLTakWJrfa5sBcfCzmK6zb5PPtUWPMgqe9RVtgf85WXXTWfXHY1jeY0jvN+ev1mPH91JWXf++5qGqHchA2qalLVvDJ58tAoglKq9/ohiVQSMTKuWqBuVQNgZzUNMWWtCidVV1OwM5EwC1FSh4hkUiDa5TIVoNFs3EkVWs3ca1Ezr7VaUIeZwolFnNjgiXPKkTVICDsan1WdfRi6w/Xq8nxbzdWdSyWWagxV7mKLKFULUZwK5F7cb7R5CVO4U4WVivbdnJMzinpRTGq6n3bX49XN9nKaR/Ox6lSqWSWoSDJEdps7ueT+4GCdkhIzUT7fvrm7OUmoq54B0WkknTtipuZxIiJuJtI0IY2FEXExAAs5eXHMhtlqcXXh56+u/+bL19/H+/+dF4ADv3x69lcf34OAKIJI/r9dt9JsBIcuJVWtapHC2UPvqA9e7OWb2p/4+nfj4f4Z05WsdDzQdIDxYuNvVr4daM6rXFm4GjNXt8uyr8guR+bO1S7HUXR8WS5Yx3G7vboa55Kvr29Q9h18e37DU83Ms1CXkBOHLtEtnCuV4MIEhzCZk7DklKhBJK4AHHOtam5OVV3NQeqOea6N8M8EqMOFOLFk5lk0u4hIqJsbfrUgPaqqVat7rUud63BoOH0ByMJd4mJktTKxBHfWqahVg4OSyOFqna/25h7ldXtG7rWq0e97h3hMx722VpLibVSrDuz2IyWOYUV1ng2lKsO1VoETed9lMx/nWc2U5mEYOPHRwQoAATlJl8RUs6RV7Xa7MR2vhy5L1aLVNewT6Z02472020ba9eBkiEhSWJ2tmGmyzvOz1zf/17/+zZvvYIb1/vVdFwCAr19dXu3nQ+Ek0jjOv3/Rf/AVLPKLRlQGWbOdL+skK7jZvk7lZqfnT7fbmWZ5OfSJufc6W9Yt5swufapCCZQkpZyuttfdaqMYnr+8HPdWxjLkPN3clP015gnqDHbVlLwm7h19EoKAskgKPau7uRrMyU1a3lX41iOBE4tbkC9YnLRqKAbNEEZaYVFaVMus7k5MTupmwpw5FWafXQrnlG7hDnIPMjYWc/DqXuu7N1XhZuphAOkS5gBizmyirUgO6UPIaoY+D1miraZFTBdN9iJEW5QGiw5u+SIRUVU1h4PUjax594MTIyL16qpLVnyutcL6xCoyVZXETFgNOWVhFgGbVoJrmW+uLsjyrDVJyuo+jWIqC2sgpH9mJsyRF3b7wjQ3SWIDz+pqKNUU+Or55b/+6pu32+m7v7dxfQ8L4Ho3Pn179eDgGOaZPEIpVBUBiyxjgdtfo82nBduOG8FOBriZajE3EZGy38zO06jVZT/6+TyOYyk2OSuzgQIK4BCwuJV4awEt7nAmH+GoBigLEZCkyz0n9i5xl/okKYuIhKN9CKAaNV8ABzGxhOTerM+ptTTk1WCAg4qhqjtoNm/+kOparVa1UL6TMpM4VTcxJweZJyMWblFlIRlWQ3Aezat7sZbYhThB3B0ugMGUSk5pyEzmFcogV+OclKjOs5p2Oa9ynswcGq/RLXp4a5fUyCqLEWKjAFqwj109rB+labLUXEiIHTK7ry0ZY3Il99V61aW0Hydi9H1mJq1z6gat5WCzclO4mlI1X2/67dVuT3nQ0pTO+X3aTLwUv2dqH0sElCq4wGcr46h//+Ts756/uHv36L/82af/w8+//O6vLr6XBQDgyZvrv/jomMXZnbSagBZIK0zD4o/d3n28lyTl7kUrFyihouVG1amO0kNnVcpOcDNC6XqgplrJplJKNXdwFBzilAluIOZeOEmKlG0iV1QR7rP0wpvcU3UoZBiQU7ietZQPrUpQglJYM5KDrdmreMQZqVYQW1GQO0TNFKRms9ZS1ZzmwCnU1WBQY2PiJMgCIWIDiFhdRITd4Vo1jBVikqDuNbjvt3uzQV3hLqAuJ6fQQhUCGGBiqAGugNViBnJPAiN2kIiwCDkSk6CFR93Kguk92lIbsTEsAmGDAhQroBhyp2BOWbkoiecyu1biaS7rVV6t8zzNOXelFFW6ub7ZrAZ3G/oMYzc93awxT+elfun0w5OeTIMzcnsIuLu/c61+T1cIdqJi2I3l5ZuLv/niybNd+dlHj//ko9Mvnp5/L+8tvq8F8Pnzs/2ffdStoC5ixbhtOQzyeE54P37Q1SpCgrQsiJndCdfbfZe7XjK5d9UqK4jdOWlVpQQ3CnFTdiZQEXJKTGB2ysQixEmSUEoikoS4E3EC5yTgnnNiTolrnYmDFcwR81lrKdWVoQxlSpQcZPBSjRK7C7EU0Owuqh7lshU3NyIQl4JSVM32NcKxYWpEBjKIVw+xE4WTE5FFDdN6gPdE6G5QNSUqgKqxk6lN1Rxg2KA2aO1zmiUnYiEkUnIlayKyqlHQc0osAWhyo9AyDE2ZABHOKRNJaMbeo4W7AxYaV8CBCiNDARe17JxyJ12l3U7db8YpD0M1nUpZ9ZmIh+7AzEuduiyHm1WfZMipz+lOl3mef/3q7H/6+d/7Tz760eN74eVIxC3fBo4KiogaMnJYVYeYo8z6+mr3q6+f/fLFpW+G/+yffPKnh2sye3n+nXTA71/fzwK43s8Xu3LUZ4CMJDYmDgYbmkW9wYMtHCZwzRuUCESJGaV69ZNuDYQ/HAwQ7vpOhasm9ppTURbOOdzKxDzXsOpmaToEOCfKOTNzSpJzJwTxklg6SUTUSQq6V0TLmJMRoCYiAi9MKqzxvjmqWyJNDHNX0N6wr96Rgbla1MtqICOeipYyl1q2SmP1SCvJiTNTapqvSAtVkAMkvnRAYF84IwDYwdUs8WRWjeb9vL3Zvrze3UwzQe8dH947Xh+vu3WPdcod4LCGt3m4uttcS04p5dwnTsIc8cuhpmpAMUtKIhIB4gBoMTdcyDfLoJlBDIdVgxqpkbFsLG+EDnK6JL4eyx7UrTellq7LZtavhtX6eJ73x+vhqM8rpo3wBtp1udPj6/OL//Hvfreb/E8enZyuhIldvQsvqSjBiOHs6gSei7+52f7u9dWvnry8qfrJJx/96ePje2usnHYjvnz7nZwg3r++nwWwn+vXb28+Ojz1FOFQt2YZS3QGgJgDAI5bznfrB2wx4sMCDbl7ieGSgOBizKRDlxVe5hJ+WEG/BCAiQ8qmSnBidF1OKcUB2yXpE4Q5rHgSp4WzIGpewnGINREqk1SqbCXMqpyMoKbTXBw0qs/zOE3mAuJU1NHKFygwVZ3KOJtejHh1uX1zdTOrHm42p0fHdw55lWA2l2bY2+Ze1mzcw56kDbMpCO9qdcLb3f6Lb1598fTF27Hu1TrhTX776PTwh4/vfvZAT1fDirkXkqBXGAX2P5ciTJs+DVlEwqIhCm25LYHiSUTu++0TdIBFFmJrIzCGNbCBQGyG2ZFT7oZBbna567rttK2lEMoMkHdDvzlYr7qO+yRmXbVM7rOqkCV6eNr/13/1k3/566//1c8/f/7i+K9+/OmHp4drqkxuriZgFlRUk5t5vrjZ/eb5m89fvL5x+eDh6T//+O7Dw1Wfu6x7A3ZzObv+/7MTAMDTV5f62R24Onn4+TQ2U7D56B0E0XKfbsVT0fUnsWK3PXHOOewbRJIoqdacYvJqHaUQ3TqcIrDTfL3qyE2YsiwzMRFJklgYYfvMq/XKzVWruVVTMpMAA+FOLdCXgWSQRmyj6jJ0eeN0td17nScVMxC7VqjWqlbdZ7Wx1H3Rtzfj58/Pvnx9fj6WSZESH626Hz2685MP7tw/6DMv7BaA0LzYNRJQYKEmYGZnwNPZ5fTLr1787s35xVQr4CSTkhBenV1RLR0V3D311WAk5CZEZF4V+2kcx2lzeHQ4DF3iSGoGEZZQFVrciONYoBaYjdj2aUnjDN9x5pi4wZyMyIBOvQonAh/0Q5/XQ7+d5ovrq+5oXUohxpo968ymOs+R2MlJxjJqv+oMq4z/+i9/+MN7hz//6tX//V///M7R4YM7x+vVarXuE0qZ9Xq7f3N1c3ZzczMX5O7jD+79i/vHj48365QIESLKbnQ21u9BB7Bc39sC+ObielRfscOh4c8jzXg5rve2fATJ43YmEAVBKSWkT8ELT0xhgpJyQk4RGaYWPtuScnI3FsopZRECdZFf5JpzFuFaKzP6LFoKJyEHaYV7ztKimNWnqjAVanmX1VVYmFPiNnxywOCTqlpXprHM1YlCV6xmc7UAbXbjfL6rv31+/uXLy8uZJu8qSM0vd9Nvn74at7ufffb47vE6UzPL9WYjZsFqMPcIhyWDm99M05M3F5fTKCKbrqta1V1IOqFOiEC7cdpOcy9JVYktC8NoP87jfhLhBCT4KklLIEdEsCgJ3dpIMrOQhL388hTeJRBGADy32OCYZ0o1EyLhsNRNQy9Dl3qhg3Q8z7Os+uZF4DbXWUhFmGiRRCsUyomg5dN7px+eHr24vPrqzeWz8/Pp1RnUUGdj8kRdkkf37t0/OjrZpNN1vxEXZmWyIH87K/DFq8u5ficrlPev720BvL7c/fLZm3/+yf1MvLw6UDdCMwxo27ZHiqnHuCOEKaEpXK1W8a1osXgwsyzCRCAPzowvJlbMlFJPZIk5CTOROHKfYUyAJKbUuTtgq6HXWrWql5CwkLsyTIgyE4S8IugKTImFc9dJfGYhMBs8zbMDN1anaULXm8YEALNqcS9qu3F6c7G92E0x5uoUiYzJu5yc5O11+fXXr3/w4b17R724hyw9XjYDhQU7E8QFjv1YX56f7+epz3TU8ybRrD6rAsiZM4ESVfXdbt85rbss4gWuauOsMPRdziyZKSfK6VZdTSExNzNdvOvCeet9XI7awC1cCSkxmk8ER/g1M3lmmswKWZbE3HVCpYhp3xB9NytFkQnZ0eyNjaCuXqpVrWYdcpfp4dH63uHB7JhrnUvZVstE68Q9ISdKIpKl7zjSQwkcrvRwLqpfvHj7fb20+B4XgLn/m6/e/uVH97KEvTiHn6bCzLTPuQ0m2zYTtYCLhDrbXd3YRBhwZmIOK37NzXU7OGWNcuOA1pqF3GIBEDkYlllSShQQCjMLu4FhIqQOlgxHXUgmwnAjJ1ZuHopJOHdZkgQIIsKRphixFjC71u12mkLcU7WqWlUr1aa5Vq2RdA1YrhVwZpckTElYtvv65Plr8jsHq8wtNhSN7tUo1MELsN00M/HxarXpbV4VMy+lzKVUh5oxvGdl91ps4uKqwl5rIaJhWA1dd7gejjar9apb9YljCOARJSVVqy82AvEoWMIpq/XJS1vS8mZbLFqsAKJEcLdi7uadEHeSjYZE3kmEn7pz1QphTRKcgDB1q1aquxt7dTF3zHVKsZVlRk/MXXeUPAkzgQkpi8Fzt2KOJCY4GA7xqqBS9WL3vU3B8D0uAABffnN+M02rPEiEEzoiIz5c9cI3yhd9TIQFCEuSBrELURZhcdXK5CJJuHOzxBnupppzVEfOLEiJdJaUiChzs+Ihd6uFmfMyhTAzt+aczjkDQLWIbnF3hgnM2Yk4+NFJ5NZKPy1ZopSTs5BjKuXm8rpUd0cnXNSq+lR0HIvNZWBSZhFdiRCTCzNT+I8wUM1fvb30O4dD18kScQM4ceSakmk1s07Iuw5hCOBW1OscPgm1lupuHbMb5lqvzBJTz7xe9auh26xXQ5dWXer7tFoNQ2IIM5pxpRiQmuNiTJppQScYJCzupk6Rh9Qe5y0c5BZKYmYQSeKYz1kG2AslVvLiyszcd7WYVmHiaqo5mWpVHmstWgnuFrEnWGYR4duHNQhAymkBQsCNDM5ERA1tE5Bv9+XtzfdAAr29vs8F4MAvnl/95z9e9eYGY3Cb8qLl2VF7+YlaXQMmJmKQJ0ktRRtIkgB315SzcAe1QLFTU0NRPDrpsgA551skW5iG9ToE9SKSc3Z3KzWC91S11mpOIQZYQgudCSTUmg8JkFDQPgZKLSDJroW5IxlSV6b99c1NURiJAlO17VSnCgK6hLB3JyYSkZwEwYcTcnPXq+110dWmH+Iv62pCDmtvv5oRaOiERMJJ0xw1xXBN4/MLcyK4mgO5Gw4264NVP3Qy9HnV5TvHh0ebVRbpIzMDUNUsPGuNhkANKZOqRToTAu1sfpDE0nw0ELUTtdEsh9TUDWpJRHJEwkIgtdYEkpQBMJOkFvQjCjNS8izEwlOBMQNu5gSm99LLl/8hsLt4l4jxHqfGnCR87X/9/Ox7fGPx/S4AAM/PbwoeZTd3Jwkl6zLubuadt7MvWrpfZyIWIYJqTc3lQQGkJEyUIlsFHay6R0YIEbMwMXye59sRm7vP80xEsSrmeVZVXiJ9mm5G3Vq8YYNEGMQcftsk0VHw7VdCX6Cq5sJz35mq1VprfznW/b5sx7kaisOJhDAkQguFZ0SgH3liyZKqVoZL8lrKTk2Yc0qJmhd+qD1jwxZByhIYpRNZNrNcWiUEuCfiIefNarXq82YY+sRdonWXN0O37mTVpSSSyUWEADU2VTLSUt2NiFVVGC4Uh3FMvSgSBenW3gL6Hikhfk3EJEwk1aCOqZRaZibE4CXwreIa8E9uMamiZqQ1J1rsuB1YbOTjBy08iIg7RKMJMugdW24hiuJq/33WP/jeF8CLs+vdXIeeWlBds8aygFViBB7jz6pK7kLsZllic79V/seW42aVWHxZKxwdblgpmBKJY9GFUMNRyK2UguWWMXO4NvjCs42fEMMHoltbRQT2mpKEK4+ItIJZWAhaqwkfDF1AKkTEnac8Ee+20+zFSBiMMICQLhMzhIkpMwlLEnF05G5aTZXMoYZIzCQEYt/+4mZd16UucxjrqplDulwTTeyqRI4h5b7L66HrU1rl1CVOidY5DcLJHWXOaZUkjAY9yB5WLGVRjVAKtsgpsFtgGg6SZRNphLlF3Xb7lbA/1cj4UifVvu0aJBGF5EtaBhER2TJlSyrVtO0jbrawMGIWztSwDQAgcrdbqfc74owrQeaqT7+zEdA/uL7nBfDycvf07Ob08WG8cLQYczpRyDfaX6mqqZI7C6mZEFMSUPijNZVQSmyqvFjTwCHLoRlXTHnC4y3q9ao1MXdd8+oKTp4v2YnxRcI7MWG8/cLEQiwk0nb9lOQWtk0CCFtNoWshBwM5y1BxsBkON/3NbtyPtdRSrIITi0hO4WUFQpdl1Q8EqqXUUmCdu3tVUxXiLqWUSVoYBACklIlAiVOXG0/ODIAm3vSduwsgsETUZ+kTr3ruc845rfs8ZOkTwypblZQlcUrJ1dSdyGvVsIhUNTWlcANub21oVhseuhAz3jHbb4VaXqqbgyiTSEqAcTwGU3GYe2ZiEVVjbgsBkbBEECaX2O2bjU7wwCVY9O9+LC0LcynGACKo2+uLm9+9+d5mwHF9zwvAHb/75vzPHh0zuUbzBxMSJiYmdzcmMgNRlzsCfAnodXgSIJJug0DRAJIlAp0IKcXxXOZCHmafBpBIAiiKS3eqRVNO7g4n4WSoQbCLP0xGaPaSIIIwJyFOHFReIiSRxGTWHGkI5KAkcBeHmyfmIQmLWp6pZ9okGYc6m86mFY2IUd0o5aFfCTu5CUgT18TTPLtDumxqRNx33OUI1ghBMeWuc3JnhHucFq21JkmWG02BXRO0T6lPucs5ASK8GvLQ5U64y8yEqiVzBrlZ7fouOQiaM9dKALTqNCuI2allYUaJ2sIylrc2stCXcU10IK4RVMTtvGgTlHZKUHDhzYQQeQTEBIReLxqO9p3jIG/ay5AmUHgkh5Ii/GEbnh4pWmZ6cbP9/iZg7fqeFwCAL19d7asfJnIiIxBc3u3ay61q3TBH5zeXmrMkMDX2JURE1SisJZxFRIiMPBYFLYVNFE7LeCGeoHHOYadYqwZmSi2hlQEYnLT5zDAxCySxpAWOBaAKhbRuJYpUSkmII1Al0h1Jqqckfa4HQ7fdj5NZTcmAJEKOGargLnWMIqAhd2Uqe9ZhtZqmUotKEpa06igJu3mmlESSJCGqbiTsBHU3Eg1fxHilVIV41cmq6zNLl7O7J+FuyFmECSHqcreqtR96EamqOefVapjGkaIuh3cpmZMaYDCKcL5wIn73fjGDnUFNrauqIV8HkZO7q7kT8e0x4dGx+LJvL0oPAMwsgJsSk7pXrV3ft+LejLwFnsfMLu66h8DMWv4uOcj9i+/DB+UfXN//Anh5cfPk7fXp44PFwOM/1MdA4jSwaqbuam5lJoYACL9OLKqI5cVtvVE1ZUeWFI8AwqZNXZVSypJ0nqMHeAcy/MOf78QuMX1rJRAHUsnRArovMG5LICaYgESYSYi465yTcDWquVMtY5GUKpESqluWZGa7MpmTMLqUXWvHPvRdn1DNBrDlOKwg4jkluPdd74sNYt91xDSHTB6QlCLtmMgl8Tr3PVsSySmzCBF1fSYhEgaC6IGuS2G7sFqthmEIC+z1ej2OY5gSlFJuoxSiHYrx/LL323IDobW2tGBaXO3CB4mjf1/uaQMV3MymucZdvcVRsbwEZk7EUa/ecsB+79WgGBBFDxCRJc1NZJrLk++PA3d7ff8LAMDXb67/8oMjh5srlBgszMA75k/gOO1OMsE8AM5bPEdEgCBpUhudwrxtQHyLDLT6WPW2B4hRWgyYqQFQzbD29h8BRJsbnyMzMyP6YBDY/9/tvWmzbdd1HTbmnGvvc+59HUB0pNiIBFsplqiIol1yoySVkmzFcfzBlVQqVfmQr/lfqVQcxyo7tim5ixPZaihKIgmKJAQSHdERwMN7eO/ee87ea8058mGuvc95AEixwUNHLLJQ993+nr3mWnOOOeYYmpvY06GB68ZQBUxEgMHUxcqJzc3P/Wz2VkQunWydYaK1zqrjbpoHxclYlCbhpegJTmpEGzwC4ZznOhhM1czKWMxsrpUeY1GKREhFiIgWlQDCRTWam0hRG8vQG4qa/n9M7wRT66OO7rXW09PTeZ43m82mlN3uYhxHETk/P8eyv7nMxLjzSJiWJCO8tUjk4HiQ1cxCsKh03zHXkZpotVVRFRvNdLkMoldii/oLRLIoRoc3AKRloawTAUdKWCSxm/32mw0B4S4FwHeee6X98sc2KiKRjh/uYQo9oMu5L0W1RETCQVgCwN1rrcNgSdtMaDpAIM8V8UjuAlavX6bgc0Rz12XMIsOgDIeqF8uDz3hIBCOt1NVybgE5ISaEiarCwz1LtpR67QxXuLd9nQLYnmwoYsOAQET3ZzJyVNkUbAxFFM6NDVSZW0xkY7igjOOgYaVLpV/sLlrEyWZjKhDRzTDQ3JFMPsIBbk82oxm8oaukoDG8VYpkGyVZhpndufv5+fk4jvM8h8pms8nx3+12O89zUNi6UhOO7kmudmnRcYKDWPfyCdnIfv1zJxGAlBKMxjDNSmz9ET0fFXTHqkXrTtY0oW/3/BvYacQESDz36u72m6GF+Jp1VwLgxVfPn391/+kHTkLFICYIxFx9LKUTrLLLIZEgzGLlBRzBNehj4Uz5QAVW68CIUMKJlNLHMlrZDUmXM0xESikiXG8DcMlzkiKsGIoVzVRCOvbGYEBF+6f2777U4khYwyNarTO0iKAUMxPQ09QGJo3Qotth2JgUES066EADzT3Uw+nNymDQzTg4KWQxu3T5Ukl/JFNTCUdSXBExDkOO6o9lkJxjBFpz2wwAW/OdewzlZBhSnzGPgN1uZ2al94CZBXpKAtfqkbn8osy1vrboJ5GgJTmik5dUNQcpyVW0J4dsjos8qFk0Ng/LVvdRmtPJkUe50Xp7A4hkX/PoswWqxvDJ22PPX//ppXBfv+5KADSPp67f/uSDpwQoDIRAApJj44kMiHSMNF90UY1ehhJASZnWyGE5IEV2U9U+oUhD5jQRvVHvDEaklqyKDMNgVogQQlUUCE/fRfaWs0gKe2tCVCLB6KcNQhWi5kSEUBAsgDSPSOEQs2AbbQhisPRlpQ7Smrc2m+kWcOpY1AQa3GwGG42EgxyL5MQBpJQyDKNFzHW+dnp5GIe57a3bvDqEajLNNchhHGBaRFWlbMbeqxMxsdpmNVgpxQYR9Ta3ID2PBmnVVRo2VorNbVZVGYx0ZdHoTMRE6Netl5lJSv3m8dP7jEkgQTYO+hHDfIkB5JHlAfY5jVprsrEHUZItgpYQZ68MO++9H1jpMSfstxhV4GksDt/P9dlXbt+NvXpXAgDAY8+8+Lc/+6HRchKKImIiAaS5kUja/Skg4iELaWJRMsgktOPEma54tO47l1wdEfacSiho7vM8F7OF4KWwlGYXsNcO/WEiDKVTHxbOqSxFM8lgArJpgm6hcGojQDSiMdzjotY6V1MdS5HeNVoq7mHwjMEsYSHFNNtSQQ4ioVKFRRWqZrop5g64KijupWjpbVXOre3YzCRz8W0Zh1IslbaFuiTYogmUbaHayEURuI6jlFL2Uy1lMzcPoYjOtZZSpJRo3VslT3T31ue3ewEQKa4VEVIMmgNw3p3V2XPIpYdweOlUVJZx44g4HPXsZpUUSdFYHL3mhATQ0tEN/fVURJMSpEBv7dpzr775BQDuXgC8cOPs9sT7TpTwEMlXJF8jCVZEkh+Yhuk5exchqmty6Yuf7pLPrJfB4vqoRHf36vWDLHX2isXlvX78i+V1sdDiBYuv0ZomRYQDVKFIa55TY7UFIHP1aa6hWoOWBKLFukdVdVCKxEwVlPToFRlUN8UGUxFtTOl3wNt23KaBhnSykFgxkhuzQU3SexwwoIiEaE720B0FkbEpxczI9FMSj2CL7VhsGNQbnR6hpM/tXC7uue9qRNtshmEYW2sRPo4jfb64uEiQJ1+cJI+sr0OrkUBxt9VhtxnDUvsmGhpHcgdLD7cnTppGkwICqlaENeHTI2iuIz/97hXpqnnMo42MRjz+/RvV79Q1epPW3QqAm+fz1x9//r/8zz58jEQyAqqtNYQPG+07eql5khrNLoHOfDBr5poBkI2CXsiKrMnMOunHxQi6PxJy/ZKsFtKjoP8+5CKwCaA7a+S8bBAM7OY6u2Mp2gBoKRBRhJZyhCyRET47g6Wb7SJ3kokYQwmAm1LAoPHKyakTQYxDsSystR/jJlDSRBTixFbNSM1cLV/BwDgaGRE+pMG46G4/e7Si4m0W4NI4aCkUzK0SiGnS27fvvfee09NL5+fnqnZyMty8fuP89nm6Ei2NXjZ3rCfIUrkCUBHvsrX95UoMR6Rntvk2iZQ2wtGZIpI9jRDthoq+BM8Bb83Hse4eAdBtfkjWkO+8eFfyH9y9AADwJ9957q9/9sFLlo3NiAhVw4JgZuIRHnYYSkJWt9kmXJixsp5Pa2kLIEeoVzXmLPVayopH5NEYRDHtAzirmuziRLK292MhPK6fAyveYq7NA9NcSyk2jrU2mNY6VVKHEcDsTTqlXy1oZFENSZt2KHRU3ZiOyd+EQJFq2UNRZP+jtblWUxtLFtOdAmeQ0QrZODfT5I4vta0meVZFZByLmd26mJjeICbdPUbgESrq4aYW4LSf6+zTvm7Gkxs3brz66qt134Wp000+8xA1TYlHADl8AaC1lkdYKZbi/ckzl462YUUdsmmrlHVnZ8eyMXyBdBTi3THo+LFi8X5YlqCLAINnU33y5XdhALx48+y56+ef/dBVVYF3IFJErJRuxiZainb1sTQt7LMyEKCU4eibZQMAWG7bjIJ+UAPubma6oB95+RbRaLEi2B3HoPOg0UIIsvqLHDPo39qCsZsmFx3GjWhnJnp4MjdVsDk9iYuLi4uLzWbDVsswZOvGk+SnppayQxxUS9HU8QkVV2VtTKCFtGFYZ+UGUzMOZRjURDAUGUqda5QBLUeGiulggAMcSslOnZlyrnnAFCsQcRJJN1wIuPtpjuDFxe78/Pz27dvuLrE8j6UQgqQ5JFOoSzoIRwfTljzSOvuYGrSUs8dPSgVQPUCcRDBW4EdU1PGabIaLC9j6zQhGn8j0l2+ene/fzBmA43UXA8CDf/G9Vz794FVBuIeJBhEB6S3YpVWeRCgJhmgHhiAJ+3Ctk/Lp2CHlQELdLdMHj2jehkRzpGvMC7D41RxkF6xYHsc5nSBkokTVY0yBkAAQc6tTrS7QMiol3BmcvTn80pXT9XDKcOlAKwmRoqZEUrXpMwEpOmgxsxAP0MFQlPS5E/FWzSSvL1UNn6k4ubQVchw4WJzPsm9egi3CRgPoLQQoSjVFcGvK0WqrKmJFa7hXGiSHIgrUTCn2/IvXI0Kc6VoFERpIemsgAV18VJdbVYnFoEsggeipYDddJjP/WR5H5GSFCCh6J425tqrQxCck4c7gUgowSIZkBC7Z8tINYGsRj73w6t3bpXcxAAD8+Xee+69/8aPXTlPJGEuMpwmmEtLT/xzW7q9pgCiQsuS9eTrWzmoEsqsFYUQOgSGxZMnG6QIkRUpTKJbuS+L/2mcqj3kvGmIOzkENKBne9vMsqsXKVFug0Wye5yBtKDWaWVHhUMxOT7KOj1bBON2eMFwCIrCiwhFBLUrp+cBoxhGkNJd0F5ZhJGmGVn2eLoZip6enwzAoGA5GzOEOGHVA0WLuzLZF6cYDMJHBVFE0zf9UuzVyngvTNAzDUMp+mr25AnWaT7Yn6eEXYJKyEwvIF7az35D5DhhdBBtZGzhFBGJkn2fO1iCJ1m9xHiX2nWGSNOkgwz06StFLBUZ4uAdhaqIL9AphALGr/vTL79oAuL2bH3nq+t/63AfNOsl7WQhkvrpEfAcB+r50iAGesKgIROo8GTS7I6LSakXEOA4ri/0OZAEg0dwHS/oznHRv6MZN+Rn5RHtABiTcNZi1eWqiO7QBYrZvsxWjews3FYlMQixE4OJsYynF1ESCAoWaigERqlqG4eT0lKnXCREpwRlzsyJDKZFQSbHNUAgMRTaleK1lHAAzKcVQulkygBVHX1JKIKcrM7QBzcyn1jkbTPM8k+zXn4p7ZAwnhow04ci6d0nu0Tc0gxI8eFV01meWaCm3lV3Hjt+sInNYUc787zAMK/EhP3aMOwOJzUkaJ3T6GAGgUV56df/cK28+B25ddzcACHz1yRe+8OmHLpsGmycWAIAUPaap0da8ZUly0j5aIR6efZ8F2eSiNKQRkcQH6f8FFh++zE2Cof34h6pS0mkLWC6WCDox76cAgiwibDGeFBtGs9LmVoMqpIgzIvz05HQzjiIy7adwZ3N6bMdRBRuxUoxDEdFgkF7KJvWl6zxvhhGgS1CxGUp2Z00tLPnGTAdkug/FGBIebW5RvU1VBOMwpPGUWYH0KjNxBQm2uUIwDAPpRc2bZ10xTVPOea624VrMI9ybRHhrCKZmXtI+1/MpsrQS7XPV/bY8MPWR8RAgmTVSLPz+Tmc+froL4IMOegLS06QeconRWZ9SSmjb6R765Iu3d/WuAKC57m4AAPjuize+9+Irn/25e/vrtiSNEcgyAEDvjeVbCVySDC8oYpaUHmA5hlZIxzQiaq05/ou+6RcUL2IBiVgW3hskxwYOjySI3TRPrSGRqDIwEHPTUsho5Obk9GK/G4oNVirEguochlIZzZuAw2CbzcDW4K2IwVRM1QZ6oNZ53te5Nt37uCmbcnJ6UhjTdHsoBYrBxH0ZoBJVkXE7MDyan1/sz26dzXN1UwxlA9GhlKHs57pSBkUkLdK24+gLQJNndHJ4ZAF/gxEt5lajy1BHzq4FfW4+lKGU0mJeH0HiwFAc7X6Q4Qse3G+hkGBqQHUL8+UGOP6cjt0dqoLuCIMjhoUu7M/Mn5CKQtPkj77ZQ8CvWXc9ACL42LMvffLn7h1GizQBUhFSSaI/RSytq/VFkEwtw9OE0ZuXkvI/WSgJyDw2ulFevqILhJptNWhyJJN5kAWWLHBDSqcIRUMVNoipWnr4pvxWjqO4E9pnxYzSlCgQDR/NlGGqRc0Ew2YsZCkDVEIQjDpP59dv3Hr1VbQYStmMYzkZ7/3AvdtL2+1mQyHBHLrMC6wTY4WMuHHj5o3rNy5u70TUy+Amw3hx6eqV7enWmUyhFLxrAOe5JnFtnua51RSeDgjJ5JbnIS4LAzkloCUkBEOx6F1fpmgkk4MmvXd7DD0H0Y65n0BnQQgYARK2qt4f4mCBVOX4PSnBkj7gSTLvt0dWfRAXiWjPv3jzqbsGgOa66wEA4BvP3vrbn2/XrIhYREOxnC6NFFsChNKcvXDVrkwf5Jw4RilUcYoQ4lwIupId1FJKXqYpR7qAyQkt5zWd04BhVig5d91Rv0RyKmNX55NyktNPLbifq7f9uNmISDq3zbXzKZi4SWul2wfADEMWpBEUsPqtW7f357v9xTxPdZ7D3QVeBh9nv9jHdjtutptr1y5vN5uQZkkFEwikzvN0Pr16+/zGK2fnu2maI0hRSjGbozaMu/243ZRLGzVV0SLm85TDcJpcQO/lb8oPA8jpCEgXId3XGaY2lqguJnmRCsW9MbLHHKIanYupS+YPBn3NhNYaIDEzUoBihg7g3cEtZbZsCIhx5TPCF21whagvo8Gy4KDpQPvcjbPmb5oI3BuutyIAnrtx9pfPvvJrn7zfoCGmWGVfkNAXhdoTkzUzIch8eGXZIi1cV2EV0RzG8w4KgXSIxEJNJKGK5nRClaqYW1XpZyeTbQYQ2M8O0/PdxTAMahbuqUKCeR7HMX+hYjbP88lQorWpzjkTVspoZqa5j6TVaT6/OL99fn52MU91rpxqq7Vm26d4jMH93IbdNIwXF/v9uBmVXkox69XI7mJ3+9bu1fOL/ez76jUANVExuoXN7mWycZy208np5ZOhWN5zFIWmFrskc9vQuQwk53nOeiDSxkaVwRZVQwQxsw1WMuGkLyrNYOeshyyU3AQuwVWYpkP1sWRvmj2v9ejP24ZJKgEWOLrfLwsNJZ/UcnGvaTAASnP51t0EQHO9FQEA4A++9cwvfvjatY2RdtzvI/vNu67MI6W3HsvaJGZXG+hsiM68yuYUoRCItOVbdXQ+eaikkErNYajNOKbd7IJYCE3FtNY5Gnzar0oqWVdkjaHSdT5qrcWkDKNqETGkLrm3qcV8tju7fX5xsb/Y7aN6RZkb5oq0fxxKDNXHYdhsUZwX9byU3eARHr3IEZmm6Wzvu3meyRYSojYoQWkxBIurTl4u6n5f591sg9lgw3Yom9Eyt2nNl65i3qK11lqbe5gVkk5SMc01GBJSStmUIZNC5thYeJCGZHmAx7hQf7UOz0pEVu0wrJXDQu7v1TP6w+FSHLCTvQ4wUURQj7cAgmzkzbP9Uy+++SNgr1lvUQA8/v1bX33y+t/+zIdBd4eJ3UEiZ/JCISJ+xHlaQaHeb+pVbs9L83mQdI+A2CHR7xgzU/1J1aAKCSnz7I42WOfBd1XaUmprEZGIIYDRymazyXYyyVpbnaqpbjdFBCFaW5xsRlJ2+8nDp/1U51r3dbef9/M81Wg1KlpAaKURJGtQgtqqTi0H0MZx3KYZlhojpnmapuls8gCaZIJnMFWVYOwbGY0BoW8u9rfPp83pdnu62UK0rYxO97R38VDVWn2eq3tY0quDEKnN69SQx6+HaAi0i/VGBCkQcYQHwJQGwzEvaMHo8DqWSmstWU35nmSjuAftzuEZ6XnOoaeZ4rGHDg9q+K62P/ju82vJcffWWxQAAP74L5//1Y8/dCXnvJZ39r0MOFlMdWmhAwCklKNhF/Zk9FDMRZprIsUIMqFarlUsbwhEo3mwchns8FKAqLW11kopW7UiqsPoVnKsLB9ePtTtdlvn6q2SXiuHoUx1DivEJCK73e7s7Gy329ERLvvaamtTi4SgMsm1cWjNa/V+yNIBWpGNc2ujKZJ9N08+15iK9sZdGqZ0sTxxwewtAd4pwjiNEZtaT+a62Y75QgGIoKp6C0fUudXZ3b2JmDGSiSgU0bTGEVVQptaSitAiCEovprJJ2xWWenKytraW3gt6r73/L61F1mZlP/Vfz5a4M5Ykp+zl8MQAnM/128++/GbvwTdYb10AfO/62befvfGFn79fPagRi39bpy6ADooglpdARdE1fPpckqaDG6C2DpFCVMCUn+izZj2v6pmkKaW5t1pFVdUcwnCSIYJSqFqnuWPkhKaMFIVEayEiEY3kMJZAQHV2F5FaK+Ostrbf7c8vzltrRKmN1bsYCFSsjyAkrRVUCVgN1NZMpTnqvs4pRqThac+oQ1UXUIEi3TzUgw460VQ8s3MKatt72H5/Os0nl7bDWFSkDEVFi4lAEcm51I6MghVA5FinqpqIVXpeeilPmRkLiNmjQFSkITK7T5E5LM9LUu1Skou1FgTpat1Xa05Gj46l9dInSoEDWi1I5ZkuSwfkwPETz730/Vd3d31TvpUBEMHfe+TpT374Ax8YSx7Eptq1A9grL+8lf6+JoqeLIiJoEAyp44/1ZEy7ruQFLZETR3N9ZEx1n/JLs0+AjrERFgmamiBGdOmJWmtWBWYWhEd0XVOIWoANIR4AFeQ0+W633011N9WpRg2pbP3JSqT6kYmaaM6V9MoeOgurwHJXiSIo4YOJO1s4BNHt+WyGhIpz7dZFgM7mEaS4R5uritxqPJl9M9ow2maz2W6KCgcNJSrCEaEAxCWmFiQdJGPcbMzEg606JF8CRIhAvTWvXtTGknPaVNDAbEqqSGIUne+JZfaFnRbHkEqk31gERE0OJR5BZCMiRWFX8JrNvYZZEYsgLvb+yNM37/6WBN7KAADw/PVbf/r49/+LX/jYBo6OsVG6YR2w3OD5ya25LV1eAARauIqQYaI5Ipxzu1gJFDlCnAPdAEEnp+aiBmFrASVZwys9NkMRsAInm3EYikMocPeptRyaBwSVCfMQWSJKm7xNbTfVi2m+mOp+nh3wVBOXFeRL8MPMSjD6WQgxFSwtqiRvNmZH25xRw6nic/I1KCIecJH0UnVEBCMtQHq6juZN5jbNdTPaOJTt1Np2PNlsOJQQVNYFYBESYYN7I0loc2l0kjUL01oXHRgi+zQCJw04bhom6295Ost8upV8qfN092CyqYN00khbc30yYaIWoUvHAJ0ZIaMVQANk4wuvnP3l3cd/cr2lAQDgD7/1zOcf/rkHT3RFzCg8Lqdy5Uc6PWtZC3ITpA86mOlqQXNIOHsLgaoqgbl5FhBBwAqB/VTDUcyaB8P7cMyikUaKN4a4sjdoE8lo4VGj1rg4n3a7/dR8X31XffaWsB5ErFdzveIUuGrDookAQLWPm6x0eQJFtZTijIaUoKoAjAaIE1WYgNXsXr0hT1Z0mqxTPHznrrNsSxlL3U9+5QTjhix0dJ5Ivj4hQZHk7jQyWpLARUUam4moaLCqCEWoEmBZVJwBHKfyh6oAXW9v/VAPzT5czSBXH7LlnmevMo6XiAhCQsTmuX3j6etTffMFIN5wvdUB8P2b53/47e/9vV/5+dN+bCTh8A7VjWXmS9Z35tJO90mt0fzChIZWWRQEuvdhGhJ4MAnTkGy9wDMYEuVQtU2BFRdMc6t17nQJQpnynpoSiXPjNLXzi/3F+f5iN1/MbV+jEQTUAKGZKcW7jLkzQgJDUREx64olJdhaPd49VkoA3lKDMOZa55ry1wRghapIGmz1NrcGQU5gYRlGiRB3RrSdelHZz7GbfHu6LZtSBh2GolRGZC2RvPw81ltEMNQMS2uFAqpELMy5ZI0nQ/o1urlHSkHrUZWRI0TqXZELs+iI+gZSD7RorN9T1BpbCLy16+e7L3/3+bu5B+9Yb3UAAPiDb37vC5944KNXN3rn/j5efQ+VQbpYYrS5FrUyDJk8S1cMvmORDMIX0hy6TRPYPLc+Bd7IkGT4s5ioVHgwnDE1z56OkyqhoqhNRILcTfNuP926dXG+m3b7tqvuIVQtljOvbG1mqLdYtfwRTJFpK6WkVwyr9s4pVbWoSdBbnWqoaoBRm4gFexnD2lrMs/ucJtSm3ueVNbnUqra4LcleYYILp+2nS9N06XR7cjpuyDS4F8kSNEe3OtIWDDTP3MeS2NqmojrIEM7RDMLXPpjXrYUcukIX4tmTXjpxq6QxyYzbYBwHQP4uXszD51b/5DvfO5/qj72rftL1NgTA2W76s8eeffCXPyFDqIp1WnLeo30EJikrwTCxnoAKKAiBmnlEJtl9ajoooiAD4d2Rl61VB9O0vXlAQFVAvDGhFDOpzphaqo8A6exgBngX0G1BetCbX+z2Z+e7W+cXu+pz9RpCUUSoYzBThXvU2hDh7m2es5kcUZzaSC8qqveNuLJRM1NBUcKkhnttJlKsiCkDu6ithXubptm9Oft5TwDWvcvmefblDG5ZFQepIKMMxQa5NG+vTPPptNluN5vNppgSIUpdRPUAcLEnS8JDcwdDJAhqKIkswY+69jBIaochn0eHcaLXPImILni1aM++ootPd+QCd4Ki7D2yBikOuT35o8++mRZgf+V6GwIAwL//xjOfevDBz334Kj02YiVNy3UhDIqq5qykrtPo3d5Zc6I0c+31YKGszZYeSeKMFHXznIIKIiiqzUPhFA2oqCg0EPB8dEjXPCgiUGt1j3lu01TPz/cX03y+r5Voaa8NwpuQraaokHrzaJXh6q7hxghwYszzfHbRWvCG6mmR01KunmxPh0E5T63OrQ1mGxtSjtfZ8vYbVE+H7TiW7bZsthuYSbEQtBq3L+bzOqsYnZP71GrzNkfsq1/sZ59w82zemJ6ebC9fPr166fRkHIpFDst13VWIieQoC/JYYT6BPlI3DGaChDajD8MkMN2nLLmgzSSSrlOKaopwwzunTYWAa2goANPeIzDRtfUrIsiJu4qp4etPvvTMjbcC/VzX2xMA1eP3H33qIw/9tWsmIRRaaGTnVRcShCjCDxoaPFoL0wEtWrczidV95I5FAH0ojEFJAlAQDDeIAkpOPmcx7s7Mr5oEHW2a9/tpupinad7v6Yz9HLMHVCnM1oVEKDCabnS4ZFrKeGkYT0oZVAGPYCX3re3c962lJwabm2JgM8HVceQwqEgRLWpW1MpWVU0tOd422DDquN0M4+jCAKvz3FHJ/W5WaJjeuriY6ryvbXI/n+rZbrer8eq+3ji7Ob56fuX05J7Lp5dOUIqWUoZhgIhChq6mCDMxy8aFmIr2ERcskFbnlSBTGmGK0hFpPJA9s6Vbf6jcDopmr1+yjATkQHdQINoaX7l1/qffeeuy/1xvTwAA+PrTL33uqZf+5mc+lMqIEcjThmvxFYKj8itf5QyS/i2YpP+eMrl7Jpn5AJYuW04quROEemeohDcX98RYW2s5cOVBsFHo7gzs9/PFfr44n853+7MpUgwxQDMrIpsim8FOh83VSyfXrpxe3WwvFduInqhtRAqp4ID+a+V8iYe4s9XW54kh1kc2KZBhGIaiwVmsOzSJaYi4yrjdbE9PnDzfXegwnreYgXpaW20YxpMBtZ1czNP5NJ8MtrG4vceoJWJUhETUaa6mYAFzqEZUEMJQtaJ9tkhNRbSX9IkBvHGFtiigHAriXAldIHHermq+XBhHEQKsPkFY2pXitOZ8+vu3n7txF4e/3nC9bQEA4F//+Xc+9eH7P3JtEwBF0lFY1ZDRgMMMkbubrt3+yHscfSIkFrZjlyE4NM9EEHT3mntO1El3b+FJcpaV5p4Zu6M1B+gtHLh1Md043924dbafZkBTvGEwGzfj6VDuPdlcu3T6gSunp4Ndu3x6OpSrl7cWUYJbkSJSyKEh5gYENdESJZm0G+Y+CES455+Q9pQpHihoCBsHWJnVhmGYw2trKlT6tiiaW5GgNfpGwpQwSBGDFWxPRjA2Kb5Rsts4dKSy22lCJALg2oPJIjm5hyZY1ZbWvZufk/XYSlLM1zzT1GN+hKYNJroY6PE3wTLwuBBMkb3D27v5K2/58Y+3NwBunu1//y+e/Ee//tlSumRuCCQFEwGsWX3OiC1U2sMNcLQyu1VFENmBP15m6s1bc2c095rUeO9Icwu01rwxgq1GMCZv++o3b+9unO0upmZaLhdcvnRyabMZi26H4bTYqel9V04//MC9mPf3nAynm/LAvVfoTd2vXDodi0VrpcHnqoJUo5Ns1LWu7AZChc1bdddiYro9Od2cnNTWJrbZm42DDptb5y0i2rzf7/fhEV6bSnhEc4RO8wSvWn0gZbSx6KWTjaiNQykqjJalRTNt4c1bXoqRNW0HlDkMZSg2QoupCAaVY6Ty+AVfdeP6o8ka93VonnShPoTAX5+XMl0pIyJCQGCu9euPP3s35P//yvV2BgCAP/rm0x+5756//rkPnpJCDemiHQqRTmvvtNsIz+o2z/U8adY8U7qQd6QbQH5MelUHUzVhSCMRwbZIjiUi2JzNk8mrNABabBgCJ6UMV67wsjJ8Y35ps710crIZTMlBsDWN/cV0u5wYpGp4nUzLUKb97srp9srla94mY1oAah7GkO6UqFQCXl2TLywiRWtrZRiHcbvb74u3DWjjOFXfn9++fXYbxdAY1at7jMU9Wgsw6jyDoeSouikDTKUUUR1Mgy7SlSNmIGjBknWrByM5hJJNDLU+ym8m6PZeWMutvgjk+A4P7W4oNIc5k/Msy6BMfqECgd7160+qSxCwmy9APOLmRfvDx55/fai8BettDoDq8Xtf+faH7r/82fsvC1WEgUoBxWzZ3WtmKYJ14kiyzSKgiGdrHdJH8gQgDZqub0UZAbMkpntxUDQ8oNKnnIQwhUFEMQBpnXu6tfuuMWKwUudZndp/B1UVeN2YjiLn52cyjBacVdvcTjYbYVx/8YaxbMeio4aHA9txMw4lQJVuS0NymuZipQzZ66DsLiIifG7zFO4BYci0m/bTfPv8ogwDFeEx11rbDBEP1tYEMYgN2xMIbCi9z0SqhEtXOKWJdlpVYTpfOANYZCWoKiRVKF20oHeu9Ij8nE8iYRxffZFWlqh2VDRzq0i7qm7/2tkOq9o/0ZUoCDplX/3ffPWpV872b8F+e/16mwMAwCtn+9/5j3/xv/7WFz9wqQgcFKc0OGDZEO3mdmQGQIIYnW7OPtUVaz/SDj3L7JWWrklP0RCnoJTO+WUE3aV06lvHrU3kZBhSI260MpaB7tsykjHtp2maAAy2kQi6q7swwj0lIqq3UYVtHsVONuN2s/FWTTFtx2Eo2cAdhjIMg0DqNO/a3qx4a9M0ecQwFBAX+8kDs8dunm9dXJxXQKR6E3ZdDG8uKsmO2wxlo8MwlAyASNvdrnxBQimIIFKYqifu2jyCiIVGpSI5tnaEL6zjFz/G4tEbKy8FXfuvf7Q3zghAG9laPPPS2deefOEn3D0/9Xr7AwDAEy/c+A/fePy3fvXhK4MKC0CKc1EJzlMqZy4MqedvOSyzDg8cWvRHAIWIWH6pKcQkREWKklQPT3/EMF3oASlkyQI9KaokSBNq1LHYtctjMZumUusYHiARaLWlaVIeqyFs4Qppgt1+562dn10IWUzObwkQw1jSEOnk5ERVa2utxjzP8zwP49BqE5UITK214OQ+zfVirvukCScVCmmZKAKYahE93Z5szFLlCpqjtJ3xlozLyKJWxYpZfmbE4GwtfOUqdJLrAaj5aRaX/HL9553fMg0+0SAe2E380p8/cbcHf3/IekcEAIB/8/XHP3Bl8zc/+9ExVWDZm4hcXk5EKMh0ZFgQfzkie/VISNvPI1AiGCJQwWCaRorhCNXwAEx1oADIraUebpBBSKcIjCGEQmLaw4at6Ol22wf9IiZFOGvzpTvBdNxujIs6tSAcpjKEKghG8wBpZvt9Rb+wyjzP+2nSqXZvP7MWnFqrwbm22b2ZiQpDUs3BV7QRcrLZXDq5NA7WvE11rq2l6zoBKGwx0VBTGNIQgQRFQkWMORrqPUnp+o44IGh37OP1/cAPvRmWwZaV0LVwILLLKRkRAZLOkD/69tOPv3jzLmyoH3W9UwJgbvGP/+DRwYa//pkPGigYKH3CQkWiNbovdmGMgEv0Mg0HMmmKAZKdxNU/SiqT+KUGEVUaIoQl5bR6ZpoPlpRoPu1reAyliJYUYGm1orZxHAErHb4Mqs6tWdc4HFQ8PYYF0dI910M8SuhgSvfZHcFixUqkFIBLa63V1iSHbAAJtoipNadUoIkEQ5jikC3VWqBSRDdl2I6bfv8AHqzNnSTYXarJIlLMBjOWRA8kfQUVULPsT3QdDWF2hnPl6xdHux+Asl/IrwkA3kEVRU/5O5gnR5lRvtBC0fCGub54/fw/Pfbsm7yTfsz1TgkAAFNt//xPHn3o/ssfvefy2EkruY+iqEbJsW6gS2wnH44R3vs4mgyirvMHLCTnhc+YPBbrYYPUcDXVDsBm0UerVI5w92Kl6wQhAnCwefVWVbSoFtVBxJ1OF4EBwqRnW05D5ry7gCGMxD4oQgmAqQEjmOnNIyVhmufvyRqsORgFuIp7IFxEPJKuz2JaipVSyJjnOQQNbKSLhvRZBMnCVKlF1KSU5Z7MgR2BQMpC1OTCPO+s/6PO+/EDOqT4C7env/PwqUKypUS2LNSgHNdzwiSUEPcIROwn/4+PPntrd7dkn3/E9dMmfG/6+vB9V/+X3/zCR64MllZiDCBSniYiE12xRfLNka/1ItvNO65nAs5Ofz6g2sgEhgqk36gjMgAAAMLQmakRwlQ+NBEFi4hRNLukEDNTM5Ct5TgjI93ee36CCM/GxjAUETFiEDBi8eOGi9Yc12wtG9IiQtUkKufk1Jw6DamBDiDZSpa2fIYchCebwHOaVAHRRDTHUkxQShmLDqa59bP/xIgI1KAz0oqGx2pWIiJrISsriS2zpOXjB/LD+uzyhGrBtL7rxVvam4dSNdIep0mr7Y8effb/+sp37wyxt2G94wIAwOc+ct//+Bu//HPXBmUOWgNUgvRAXt9JINVYJpX6FbyITWN9Z/PKHOdbm5rhAqhoEU1dt9RjW75GAloZzJ5xV/VJSFVSZFADBWLL0KOKeKQBVlLuUzCTaQ4gkGEcEj4sKtkIXgp3rQJ3T0d79yYiNMtEHwInvad4stjkiImI9A4ugRqtBWdGsvlhnSk9mg4ZACYlVeOhq/ZnRISjBhs7f5ZdPqan7z2NFM3ccO2F5ZDkelhIR51FFo+w1pWFsHbrAQgYoiFZvbM1eezZl/7JH3775bO7Yvv1Y613UAq0rm8/c/13/vCb/9Nv/OKV7TAqhOJ5ei35ZBoT5ghM7lyRhXJ7hAiR6cZz6CeIpCEkVrn2iG77kIKuoCjVmRP6klLjAJy6VBl9alsJDxfQ1IqWEOm3gCIiGkM8/Z/FK7rKr4uAtba0o6RoE/GIdGpJ15RgsjZAIHlHyUvopvZmKkJ6JDk8oom6ESLQHPrXnqGJmKrl3GmkFTVX+VtZ0vMVmo84+N7JMmy0rhVVw51XLEMWUu4d607ZiD6aQQrVauj1m2f/+mtPvBN2P96ZAQDgkSdf/N3L27/3xc/ds1VdHlvXLFnG9HLkdyWi6HIPLBSrXgb3gb71rl2/OD8FgpSblkWytVd76CGn4pm999azKFEj3JuSDazNDd51S0UhQVEuDX9JGipCoUJHpwDkDRCN6JoNS2vJhk7VgaVwqmJxHOooPth6JxUORsq3CVJgSFUHtSKmQk1DWgaw7vwjdLK3opC/9JreHH5QJ7TdQTyRhXjOVZz9GII7+syjH7TMygQcevNi/8/+5C8fv/uKVz/ieocGQJD/zyNP3XP55O/8wkcuj5bgcjA8ApbXLhafBXTwk326At4poksTQZB098WT/DUHVrYlu7xEQnZYZjiAQBf18B5aifN5MAywoFEGjdGJLFZERJTgQdAdWS+aAx4VkhhvMoaF+YPTpF4wDAU5w6lCYPXUSYCVQKXPiFiq5JwPhnDofQ8totYlXrD+uZE+ymuHJC/ATNE7VgkcToDDU0gLAF1Okawi+s6/E/pZ/1QzlUXAHQBFQkQZJnK+r1/+1pN/+fzdFXz+sdY7NABy/e6ffudyGb7wyQ9tRqGKDkW0AypYNtBSuVHRvddyjx4UDKS3NNORhs5QdD6CiJSBESmhCOQmaF3RGzS1FPwj4EleF0bq3JjBafk9BCcmgyxZFzlmNhIdTEwrboQSJX/cQf7ILJsDAJDeSoqUhAkRgalpYzQB0QUtIP24jm4LK9ptY6Wk5NURSyoh/nAsmGZCN5Izdd00lnmwRzbVMzXMl9Ez6hfZfvFOspIuWuPo1AlI77jfWRbnYxJUxr7615548Q8ffe5t4fz8oPWODoDd3H7ny4+alV9++IOjdXfUtPTpewj9skYeTytJTiAi6cfMY5yanb2YZGtGQNwYmeir9cZxOroDFLEi6vTAgrqCzjQ0J4VzgoeBXeBEpIjm/jDIKIKiBpRk3ENMxFU8gt6W7KNzOnLTMKIBQgSYYCURCDawgo5oEQ00U8lUjh2QUYotliOZTeVuj5wGoviC6R9253o6LBlSF53HIu/JLlmzXo2H5AmrnO3hpe2Ch0ByvXtMiQSCIuHy+As3vvTIk2fTWyT38COud3QAADib5v/zj/5Civ7SR+8rcAHz/ENoPi0uuiMpnQP8wEmOZR1UJ2IxI0jiXeYsJJlCyUT3h8RCwmOS2MF0Eotg3glghDT3/DQRUdWtysZ0FDOIeO7ATgNOZLYXFN0LMSXzOTELm+6FHTAhG+hCqCzCXA6HqZomOAo94u7jCJvPW45Hu/fwKhwlMGsncf2nqkLy0nhdYvSDch8AnZSVd0aeKSqKVtuTz9/6x3/82M3zd0The7ze6QEA4Hw//x+//3X7W7/4mYfuGQe1QQLUHIdnp9pGt0XSZccC6zMWOXrUK/7DtakZyIEtYafLLwW3CMOZ1hWQDAtEIGSJkKSzs6WmshgFHt5aE8jWdHQO1ALRSCXapYpN3XBQzcQBJh87SJlFappzCEVV1AXCHI+jEKBjkM5ak9yrImqr+x/75ZagJnt8LNfgYYXgeGwiZYBxzHdYGl2v6fseLx6pIcoqTiPSPIVbFRSvfOals//9D799/Z23+/HO7AO84bq0Gf77v/G5T//cvafbogih5j7BikJ4DpYd9bwEalKsk6Qt86FouFN3mnQhIet06yL3B2keAWEm1WQXe8hBe3Q1Bme4B0MFluIr6c8+5qS5hxA5lmWiEdEiaqvRN48mAcEXi/ZQSfMY9lNdi/Zso1gRFSGKhBpMLflwpjqWUjLlYyJOS2Jz2NBxjA4DoArU8EarY26ZIOYfsfQu1tf28Ib1UfelFRCVfXLVzDxw/ebF//afHn3mxt01evmJ17vgBsh1PtV/8uVH/4df/+wnH7y2Ta8ZdnB+bcMDdxRhklo4/c2Oc2B5eKvEdIdKe+Xcye2iwkBXi2WIGHsPGIQ4Ouq3Ol9mxzaARkzNw72KMZKpIaWIkuG11Vpbq9GcTF6rYtmFIgoUhST0D8v0yPvGpTLMTE1VxDQbbdAcoEvoCh3jz8M+wOXC65v6h7/CRzfnWi73mubQTFm4nYeC+ugjyBcnGnI+Cfry2e5LX3viHbv78S66AXLdd3n727/68KceunYyFsFyMi8NF0mtUB51eVJWB9DUBw2q3FEkkMSd6YEuOghZCx/eLYgIZ7RAIyujLvHj7s0jQj2iRfRr4kBcDdFMD9CcweikNYHShjRp7LwPmoSZqJoNRVRSnTMBTYUMWqzoMIiZGLIMyMFfW/ei9Jr7kOOJCKLfMLJsX/ayHIeuyNIwWc57ETUKgvTUdY+F2JlzNtKF6bOYz2yzRVT3FF9/5WL+v7/ynUeefkt1fn7c9S4LAAAnY/nvvvipT3/oA5dKzp0i8cVugp1tztWnoXd7oEsKdKTKerwON0mC4zgchAAgWa12FChqsAXm6P58NYfqU7S5uXsay0sAwUjLD3bVuhW26u3RDIB+KYFFQ03MzEoR1YSlTGVQA2GqZlqKmknpKtMw0XLnnLRJn/hZMj3KkUsp0tir34KHlu1qUZEgQQCaYc+FMhTMPPHI0qKXXqkmAYg3z+Tr5sX0O195/JvPvoMg/zdc75oUaF27uf2Lr3z3H3wRn/rg1e2wyW4/fnChBiT6GSDsB2S9xwcB1w2x3C2HLnMKQi2nrImKwMOVaXbWrxpRBUOZpIk+oRP96MyIzJwFYjLYwQYKDJW+a2XpwZp1PTZdFjqAJHkKH+/91wT34U+486iTRayBd+SQPZVfOBFxZ9ncCdVpanmYikwwLvq/CUjw5vn+n//Z49989sYPeyjvjPXuCwAA51P90p89/o9+/VMf+oCNZqOqCU1VNCldaxMUCdcskPchI8CdBzyWTwCW9vHR4gIZdv4R2A+9Rd/dJO3lIWoChkBFU+KzRYgVkKHZp0MwjnXRhj7kkOHRc5I3vKRWKdXXlDVYOiGr5AkYInpEfGBE2BEjMBWxX/uHH/5Y5J8pa67fiVLdwvnoa3u+GYvbfGv+yq2Lf/2N7z3yzLtg9+PdmAKt66FrJ//o1z977XRzOpSNSVFabiBQuJ6LzL5tokAqKdeXH3jjAMDRDbD28xMVDOQQfWcoZCO21hbhmQNFdPu9CDhBJBuvO8ZhNe9YfhLZVdhz76oq5GDEKyIitMSCRK3LKstQxBRjsZx7seUhrqRXWfbo8vsT4ckVOtQAIO/k+SSElFHDdDSgpOyAqGQKlBoPmf8s5bYkSbwF59qee/nVf/HnTzx74/ynfrxv0XoXBwCAjz9w5Td/6WMPXr10urExzQ1T0oOinWnQQXABSt7g/KsDoB+TS40bEUfVtEIQgVS3SojQ3b2xdoQ0GfwkJLJBsVws7h7ekmJ//HPVtFjp2xeHAEgsH9ZJ1x3MNR2LmGIoxbRLea7Eh4wA68oYvcQniIhjTjiWGrn3jg8ZUJIhIgNAWQjJIZuWcBnvCACmrhC0BaZ5fvrlW//0jx+7efE2z7j8WOvdHQAAHriy/Ye/9umH7r10MpRRY1SUbAstTMqs1tLmWgFh6Gt2vshR+ywBxP4prbUcnyclmHMFWUVIELW1CIZHa2wtUuQ/YZA8OJn+GkApRqLWOVrtGoQAEKk9kQEAQDqmySwwMlpzNkCEKZeYna8sDMx6ACx/ESVZ0Ok2vjbJ0eHL/AtTLKOrJh3lWuvlUFMkTAQwspOFfCH6x/KndbCNcHJf+dRLN/7pHz928+Kd2O36IetdHwAAPn7/1d/6lU/cf+XkdJDRMCQlWDXt6AkqYJ1RSQVeFwB9e63vaP1Zy3oDRMD7IboWFNpatBbu0ap7dLEnd9/XSiCS0Na1AzPJhwGWUI5oTrWc2gAAElZJREFUUjm70n/aXeavupzVgATDWz9zVWElz/BFiUpEVVRkLe0zPkylYGHwAACOxiI629m1S1kdhl16ecDaWvRJa2V0HasWEZ0qhMhRHyiBiNjv21PXb/+zrzz2yvnbo+3z06z3QgAA+Nj9V3/7C5/4wOl4eVNG043aoKLKnJjJADBVE1kD4OjwI4QrF4BcqNVAFtIZAIFIjYXla6W2aLO35rV5eHgqrrETKVMKOpYaQCBW1ARFdbVJD8bisq6S45pBUSlmC+OVXVpKuMjBdGV3CBhUUxGYJEkqozyzIK7JDcls6mFBflTVtc8UvSYAKGju0UsIYYgvo14L9JmVDCgSlIt9/db3Xv69bzx9e//WuVq8ies9EgAA7r+y/Ydf/NQH77l0ZTOMhgFSFjfuTIFMragc3wCHtEf62ORa+Ao0c/UlH+6Z+/IlEkR195aWdXSPVmvzxszTTb27rCc+o2ZFBIJQ0VhFTqkLhzL7D5H+Eira6ZwMOrN8LSXn2aDsXV90TkcnfvfNr2IKhfQ4V23esk196OotAXD0IvSyO0hHZBevtfDAnN6vmfeDhDQPj2iBW7v2J9954Q/eJlXDN2W9K2HQN1wv397/+0ee/s1f/pjdcyrjAEsSj6p0E6zDNnujtXJduoVEJ8CDmnpUOFSaQH6TQVUtTEwgDDbT5oUKpN+WdGk0Zsu2GIOKyPES6TvMuXy39ZcQgSoiyD7jLqaiJosxpphKHuoJ+5rpQvHIJpXIsvtBpNR2sv3W7lfCAa95JbgQORmEdgZpd9tcdn+QLdBg+8ALr9z+/W8+89hbZed4l9Z75wbI9fEHrv725z/6gUubS5vNZtBRNa0OVZBj7No7Vstc7OLVsIhIqUBJHu/JThYSJpIDoAdEnxsTyWojvLknabmF5zZjn1VAhAPIGfxOH/JozY9/eQd1SWS6r0DO71uSgHIkHgpJaWURSY8yLKzYpYfWada5p1t4znHl75x3XcPhSliwf0o6LXAZSiZTvdAX/2r3mBovmjz18q1/+ZXvnL07057j9V4LAAAfu//K3/38xx64tL26HU9GG0zMTMFUAVLk4Ai1N24pkjzlA0WUccAiD2+IyJHg2eHOp3RBETki2yxmBfk93b215hGCjiNlduTOWFV0gPzw+iUAlBiKDeMgstxfErqgq4vyAqVTPxecKg4NMhKq6ozj/IeQCMYKenYykCV5KWfqnGwIJ5vDhR7Rms/O3eRPvHz7X/7pExfzO2u05Sdb78EAAPCJB6/+1l/7yP1XTi6NZVtsHMyUBtEOEUpqemom5dpnXg+N0tcFwIoXykII4FHW1AdrFgWRfsAf0W98Ef9JqvWCLPXiYblV0GcNRcwshzaV1MVU3cwgIF1VxzKsxWtWDke/sACSzeZYDImxUDyW6TmSdCbTs7fNBIZk73XnopgRjSS0hc9z209+PvmXH//+Hz/2/XZoEb6713unBjheT7x4699845nf+uWPkfSIALdDyZ3pEaBQqGY/uCI4oCX938zkRA5UGawpu0R6eKetd+8NUU18Od3ZewgK2Croe/yz8nuG9GHl4491CD+/yerowkXRMAtj7YG3+kRlAMhC72nuWMggyy+QEZKT1TmAH0nvzikfR4JadHptvpva9dvzf3z0uW8+e+M1konv6vXeDAAAj79460tfffq/+c8/DkBFiokt23k98snX3oDHR/7x+6UnTrK+kayBcJdkKJhBLNzdl3n3bMLemUdlgo1FN4okELnpkwGUAli11rwWzIzHv5skrVUzd+lVi/U4Pmb+ZMaz0Np6qNzJ9ZAIMhZX5a5EhJyETKWgJHTs5jrN7frt6V/8+VPvIo7Dj7jewG7oPbOeevnWl776xI3z/eQ+e6td3mFZXcjqtefxGy7hnf9PE41eXWNheLLTdTrbs5/rSwYieUJ7n37kGgl5KrfWmvs8z9M0rbeEiCZNKP+7vscO7yH52mzkDrhq+UGv+QRf+dLLIdD/iI7wskU0Yl/9bF+fu3H2z//s3cTw+dHXe/YGyPXkS7d/75Fn/+7nPya6UaFobNjn0AMLgzNFdBZtuaUBdXQVEGaQYOnjfzk8psI+iIWONzb2L8mCQLuCC4W0xP6DLVF1SYlwAEBrLYeVGZxb9MBahFSS76BdJpiDlpXXmSf10kxImLeP/2bDjkdXUDpVBLRJSqaCkrzBHmoBSeEjB2pEZexrvLqrT3z/9h899vzzN99S+963bL3HAwDA4y+++ntfe/rv/crHBrPuGbZAogZCJHpyk6L1xGGQclkCQKigLuwxLOJEEFkE1hGiXRBK3J2Ihi4x3oI1/SfdW2uxGNLEovCeKYxHqIxIrayDIU53rxZAuwDdOpZIEUlcC0iGQkDEcTClWPAriSNKTw7dKzWzf0cw2ESUdHImp4hpbjdu168+/eL/9+hz76Gc/7XrvZwCrevxF1/90lefurGrc0iNqN48Ut0n2Vy5R7t76Rs/a+mgaT+Nlzeg3dUUR9ANjgEl9tymtTbNbWoxOx0aYg51aqM0ytxiN7c5vVpJFRTrOM7ar10bvSI9eeu/bOpGAFhSeSA/4Sj5ISIizWDjuAMAOH2d7Kzhs/s0+zzHzbP6+48+9/9++728+/GzcAPkeuLFW7/z5e/+/V97+KGrJyiqoxmWjhcR0mF7vK78zZW9sBUX6hTM6EO3x1XmgVLBlITS1iKaiylI9zbXlphmwj7rNm3NVQH1sQzDkOwemFDXw1z7NBYWitFKX8vv0U2ljspvLHDWcl31/ynUyS75GEsZ5K2GVMd+8lfP9//h0We/+tTLd/u5vO3rvdkH+EHr4Yeu/bdfePjBy9vLJ+N20BEsAlt02dbDu2SidBQP1hkKKiKlFACgdAXFRQ/nOBgAEJiXAfmp+TTXufrcWq01ItJrOq8OLtPrCm7MTjfbUlJ9goIQUUv3vuwMiICxbuX1wMdy/DuXrGo5uSOCgRDJAd+sPZwMSLqUNoaH19oabb/nc6+c//tvPfndl269t8/+XD9bAQDg4Yeu/YMvfPyBa5cvjbo1bBQDS4rViihAUTFSF/3QDIBBVRax3Y5gRpcc0cWkft3H+YMoaERr3lrU4DTNrTkPg1pU1Vg+uZQcYkER2Q6Dap88kRQ3yQlg1SyXh9JxITkYD3dxU5KNkdt8XSQjlm/HZKrCyXTTaaBHVG+76hc7Pnv9/F997YmXbr83S97Xr5+5AADwiQev/oMvfvLBK5sro55YGWE9vVchU+jfDTIMg5lJNgEUEZ70Y7OSteVCPe5SmZl2pzNKRBDSyOYxN1cbWvOIlmpXEeHeRFLeLn8pEYEKijLtjCI8QIWaFEaXXEw+RSlqZnkRuXt4oIsEc21C+6p3BCHRIpovTjkmAYlU/gKD0ZrXxptzfPup7//u1763q/5DXr332PpZDAAADz909e//ysc/dM/plc1wgmKWDhRMBRCSBTKWIVXlTDQ0mnu464LHq3a7CqRpDSRN6lU1GN6cECdCZI7I6yN1gtZbIgsGUCVJxgoxETqSLQd42tKoraM57j7PcxlKNgE6pYIkxFua3SdROlLheoVo3RnRbQcCTGMBEs6Yq9fZX71o/+5bz/75Ey++ZzgOP+L6GQ0AAJ944Mpvfv5jH3/o3mtmJpKoi3a/EzHQRHQZo/FOYGZrLbe+CRZyToJJOaaYSreZhSsC51GTaifAqKpLrZyfk2PwQlixBOXpISLeDRypvc8gEPGlUybLEH2n9ADNI32WlgSM3ok/S/EbQvQ0KUN8FjLgEfs5rt/a/9tvPP2NZ97pGj53Y/3sBgCAB6+d/vavffLTD1w+HcpgUgSFxdRERTWEHYExURbr7aQIkkMxZaSVSwaAiaRYJ5bJEkDD47bPprqfps04btXKgctDd1fpbr6l9DyH0XtkQbZwWRtvIq02gK019xDJceKOAk21tdYWulFueCxWNMxmHyDpI+8R1X0fJKU1Pntz/+8eeeKxF26+jQ/ibVw/0wEA4HRT/ue/85kP3Xd5O+ppsYFqKGJJs6dA6K7QUIimHC+tWDFDq4KOZoKiELqbqZmZFZAi6uQ+Wm2t1ToMQ4GcFB2GnrvXWtHR/c6GwBFjx8nqjRKDGnoa03l13sKJWlspRVUImd3nWmU1dJT0ulgxVumNYXTjg908n83hoc+9dP67X3/8uZvvQY7Dj7h+1gMAwNWT8e//6ic//qGr1zayFdvoSOtsNwHooZDZo5RSa1XVcRzNVOECmCkgaZy63+9FZHtyYqoEDeqM6m1qFaSKFrVLZlbUzJo3b+4ijQChDA8Pj2LFzNLysXkDMBTrgiV5BbXwgAfrPPeCRGSOmGuNcBEtxUSkDzEuLYD+tiB9lqbqt87bt5+7+W8fefLVt9up9+1d7wcAAGwG+7WHH/qNX/jolW05MQNCzXJbClv6Rqqau5tpKUWEamKCYqYQpXhwqlXNVMXURGRQJVtETHVm0FTHMpzYqKZqWt2bt12dnVBgME1B8tGKqjoIgXe/DzPTHFXJ6ZkAyD4xIyIUbURz9+YQlCxQGI2rP14anImppo/v2fn+PzzyzB8/+aL/jJW8r1/vB8BhferBe/6rX/r5+69uLhUZhmEZNIkkfrJjNTlxiFIsHely/LwRs3sO6ZZSRHQ0FTjAWpsAQylFbBDTok7OtQbYkrwP2NLALVAQjvCIuVaompVSSpa0rbXkcKbZdT/XIS3p/SQgKjIIm3sltJgEg7wIL2pFZG68fjb/7le/85cvvPrunWR/E9f7AXDHGot9/uEP/Y2H77s82snQDdYlTXiXgRhkfSlIjKi7UVASem+tDcMgIqdDKbJoogiKlWKlhFLQGPtpCoaWYShFmMPyOWeAxGJba9VbQEQ0A6BjPhGeBrGginZyaSc1J2tOhfCIEJoqnBE8ZxvUpv387edu/qtHvncxvetned+s9X4AvHaJ4OEHr/3GL3zswcvjiWU6g2zc4kC/ScimT5gn7TmSaOmeMOVpKaNiGXKUUoqp5dZs4TV8mmcV3Wy3G0tP4ECfvGeQ1VuQLegesshxZfuNkFY9PYgWX/aDlzCJ1vIPydpcI1i93p78Tx579stPvDy1n/W053i9HwBvvC5vh1//zEc++cCVa9txNKhJKbZOlnOZ9HWmk5eER3Z585w2s61Zka7/I8v8igSTdlpbcwSgow0bLabdqTiH7QN9ktOJqbZAmFoawKgaCG8RXDWtRIu4ew4sMxBhfTBTtLrsdtMTL1z/8pMvfe+Vc/4s8Ht+nPV+APywdeVk/OLDD/zih++7NNpgZaUdq2ihOji3GgBNJFhUhzJkLVs6uccBJMyfg+3R+s5eaHBRxDZqunoPkAujkyEIYq61uZdSwj3IdJ5LTQfRHBjQYbD+dUyJOwtv1esc8vKZ/9G3n/2LZ196m1/Kd+p6PwD+6vXQtdPPfPDeX/rYA9uhFBWEW1EVi95rTV/cIFKThEVQRKDS6CKinTEhABO/D9LMVEUJSyE56eJW3lqAeWmkN9E01/ScS2X3IlpUPcJVq4eDakNRFLNoNX0AnDK7v3Dj9le++/3Hvn+7+vs5zw9c7wfAj7RE5Mp2+MWPPvDxB65c25bTofOAFHDAmfoKXkpRwAAThUjFEfMHUDWi8zcBiIpRVCT1cfNR0Fu4d6YDEBG7qQIHtYjuAq9CtanWyrYZNir0FoC0iKnF916+/bWnX37h5tn0s0Rr+8nW+wHwY6+PP3Ttw/de+uwHr14qUtRoRjNGRJuK5oikqJqIrV4YJCEwNTElmW6rue9lUXrOpUSEC9j9AIBpuTEW4qgs078S8AhXMQqmyn3giZduv/DK7W9+7/2E50dd7wfAT7g+cHlz36XNR++7eu1Subwt21KGAarwSAPsodhgKikDkUyEYRhUum1ea83dxzKI6aI6B4CZCyWUlDdHy6ni1pAw56I3EeGqCI+5tZfO6p899cr127tbP9tt3Z9gvR8AP+0qJidj+YUP33v/le3VS9vtMNRWhzJuzErpeifZLShWOg+uU/Zdl2M+1a1ExL0VyRyn663UCE3EKVxS4kqgVs537Ww3f/f7r16/vbt+PrX3u1o/0Xo/AN7MdTKWh+65dM/p8NEPXFHI6clQVCIiB2s0xdm7NwAEyMmVNLTLmfpwT2lyFfEIUXVP9+G42Nfm/uQr5wF97sbF+dT27wl1zrd3vR8Ad3Fd3g6nYwFw/9XTqyebD13dnJR0xAaARP5bOPs8mqpqgIA8e/3slfP99dv7nPrNWbOXz+b3kibhO2T9/2sxgKs7aRKwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=256x256>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from PIL import Image  \n",
    "image = Image.open(\"4.pics_selected_segmented_cropped_align/Micro/angry_liyan20230802_116_1.70_1.97_2.20/apex.png\")  \n",
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ff1be4b7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 6.8700e-02, -1.6770e-01,  2.0672e-02,  2.4433e-02,  6.0396e-02,\n",
      "         -2.4381e-01, -1.9215e-02,  3.8758e-01,  6.8091e-01, -2.2844e-01,\n",
      "          4.6974e-01, -1.5500e-01, -4.6982e-02,  5.0843e-02,  7.1398e-02,\n",
      "         -3.2612e-01,  5.9145e-01,  3.2843e-01,  2.6567e-02, -3.5728e-01,\n",
      "         -2.1280e-01,  4.7141e-01, -8.8732e-01,  1.1949e-01, -9.6485e-02,\n",
      "          8.9309e-02,  2.5352e-02,  1.5893e-02,  2.4470e-01, -1.4873e-01,\n",
      "          2.5163e-01, -1.5459e-02,  2.5671e-03,  5.3412e-01,  4.6598e-01,\n",
      "          1.6316e-01, -2.4226e-01,  3.1617e-01,  3.4326e-02, -1.0001e+00,\n",
      "         -4.2881e-01,  6.5482e-02, -3.9403e-01, -9.1738e-02, -3.3768e-02,\n",
      "          1.8582e+00, -3.1839e-01,  5.2055e-02, -1.4531e-01, -3.8795e-01,\n",
      "          6.9180e-01,  5.9100e-01,  2.4274e-01, -4.2069e-01, -3.7692e-01,\n",
      "         -7.4661e-02, -2.7278e-01, -2.7504e-01,  3.3812e-01,  4.3260e-01,\n",
      "          8.4237e-01, -7.4989e-01,  6.6573e-01, -7.1975e-02, -1.3010e-01,\n",
      "         -5.4418e-01, -4.8662e-01,  1.0961e+00,  7.7414e-02,  1.1494e-01,\n",
      "         -1.8490e-01, -7.1532e-02, -4.2836e-01, -2.5193e-01, -3.4355e-01,\n",
      "         -1.0165e-02,  1.8088e-02, -7.5214e-02,  3.6401e-01, -6.0886e-01,\n",
      "          8.9095e-02, -2.0138e-01,  6.1439e-02, -3.3042e-01, -2.3455e-01,\n",
      "         -1.5808e-01,  5.4080e-01, -1.6149e-01, -5.8583e-02,  1.2953e-02,\n",
      "          1.5911e-01, -2.7026e-01, -7.0970e+00, -8.5940e-02,  1.1372e-01,\n",
      "          1.5954e-01, -1.4418e-02,  2.0982e-01,  4.9193e-01,  3.1509e-01,\n",
      "          1.6474e-01, -1.3936e-01,  3.0044e-01,  3.7168e-01, -3.0260e-01,\n",
      "          1.7421e-01, -1.2037e+00, -2.8131e-01,  2.5828e-02,  3.0593e-01,\n",
      "          5.4756e-01, -9.6358e-01, -4.7240e-02,  2.6750e-01, -8.9935e-01,\n",
      "         -3.9419e-01,  1.1037e-01,  1.7926e-01,  4.6498e-01, -5.1520e-01,\n",
      "          2.6613e-01,  9.7894e-01, -2.2183e-01, -9.8555e-02, -8.3796e-02,\n",
      "          5.7246e-02, -2.7316e-01, -5.4579e-02,  4.4175e-02,  2.9346e-01,\n",
      "          7.6734e-02,  3.3133e-02, -7.2438e-02,  9.6032e-01,  3.5686e-01,\n",
      "         -1.3788e-01, -3.5778e-01, -2.4188e-01, -2.1562e-01, -3.3226e-01,\n",
      "         -3.2080e-01,  8.7725e-03, -3.6301e-01, -6.9517e-01, -1.0877e-01,\n",
      "         -5.5529e-02,  1.6546e-01,  1.6619e-01,  2.3175e-02, -3.9839e-02,\n",
      "         -1.3439e-01, -9.4396e-02,  6.2730e-01, -2.5768e-01,  5.2278e-01,\n",
      "         -6.4152e-01, -3.5442e-01, -4.5117e-01,  2.1783e-02, -7.9116e-02,\n",
      "         -2.6154e-01,  4.3075e-02,  8.6165e-02, -2.8177e-01,  2.6439e-01,\n",
      "          1.8621e-01,  2.7980e-01,  9.5409e-02,  5.6706e-02, -7.0546e-02,\n",
      "          1.8108e-01, -4.3341e-01, -3.6569e-01, -5.5461e-01, -4.8601e-02,\n",
      "          4.2286e-01, -8.9016e-01, -8.4355e-02, -4.8481e-01,  1.9254e-01,\n",
      "          1.9136e-01,  2.8369e-02, -1.3116e-02, -4.9725e-01,  4.2576e-01,\n",
      "         -8.8095e-02, -3.7952e-02, -2.1047e-02, -8.9848e-02,  2.0300e-01,\n",
      "          2.5976e-02,  2.7522e-02, -3.4768e-01, -2.8584e-01,  7.0813e-01,\n",
      "          1.5435e-01,  3.3772e-01, -1.5414e-01, -8.4302e-01,  3.7069e-01,\n",
      "         -3.7672e-01,  3.0175e-01, -4.5082e-02,  1.9411e-01,  1.9856e-01,\n",
      "          1.6944e-01, -4.4865e-01,  1.8182e-03, -1.8802e-01,  3.0866e-01,\n",
      "         -6.2539e-02,  2.9669e-01,  1.7772e-01, -1.7045e-01, -3.2513e-01,\n",
      "         -4.3444e-01, -1.6438e-01,  2.9711e-01, -5.3095e-01, -3.9302e-02,\n",
      "          3.6251e-01,  7.8590e-01, -1.2450e-01, -1.0830e-01, -6.2996e-02,\n",
      "         -4.8423e-01, -4.2083e-01,  2.2749e-04,  7.5437e-02,  2.9871e-01,\n",
      "         -1.0652e-01,  2.1167e-01, -1.9041e-01,  2.2963e-01,  2.3720e-01,\n",
      "          5.1726e-01, -2.6323e-01, -2.1126e-01,  3.8351e-02, -1.0926e-01,\n",
      "          7.4501e-02,  1.6262e-01,  3.7792e-01,  4.9819e-02, -3.9488e-01,\n",
      "         -3.9274e-02, -1.5961e-01, -1.9768e-01, -1.0356e-01, -1.9901e-01,\n",
      "         -2.2819e-01, -3.7147e-01,  4.9009e-01,  2.1269e-01, -1.3906e-02,\n",
      "          2.4264e-01,  3.5378e-02, -2.9357e-01, -1.5461e+00, -3.2563e-01,\n",
      "          1.0223e-01, -4.9621e-01, -4.6325e-01, -1.3983e-01, -1.1152e-01,\n",
      "          7.4010e-03,  1.0789e-02,  2.1316e-01,  4.6631e-02, -4.5601e-01,\n",
      "          3.9875e-01, -5.2947e-02,  4.0184e-03, -3.1851e-01, -1.7827e-01,\n",
      "         -9.0725e-02,  2.5018e-01,  1.5611e-01, -1.5139e-01,  3.3439e-01,\n",
      "         -1.4503e-01, -1.2366e-01,  1.0787e-02, -3.2678e-01, -2.1284e-01,\n",
      "          4.5171e-02,  8.2153e-02,  1.5511e-02, -6.8132e-03, -3.0395e-01,\n",
      "          4.6999e-01, -4.7836e-01,  6.0074e-01, -3.2814e-01,  8.5826e-02,\n",
      "          1.0551e-01,  3.8532e-01, -1.1672e-01,  5.4727e-02,  5.5164e-02,\n",
      "          1.9365e-01,  3.0926e-01, -2.5539e-01,  8.9838e-02,  3.3567e-01,\n",
      "          3.1018e-03, -8.4429e-02,  3.5429e-01,  2.2093e-01,  3.0378e-02,\n",
      "         -7.1617e-01, -3.5551e-01,  9.6058e-01, -4.1332e-01,  1.6607e-01,\n",
      "          4.9113e-01,  2.2190e-01, -1.9692e-01,  4.7461e-02, -3.6114e-01,\n",
      "          1.9345e-02,  1.0897e+00, -3.4620e-01, -1.1162e-01,  4.7867e-01,\n",
      "         -4.6117e-01,  2.2535e-01,  2.0508e-01,  2.2703e-01, -2.8492e-01,\n",
      "          5.6375e-01,  9.5586e-02, -2.8769e-01, -3.1720e-01, -2.1229e-02,\n",
      "          4.2914e-01,  4.9674e-02,  1.6603e-01,  1.1385e-01,  6.1240e-03,\n",
      "          2.0462e-01,  7.5844e-02,  1.3690e-01,  2.2813e-01, -1.6567e-01,\n",
      "         -3.3615e-01,  1.9011e-01,  3.8718e-01, -4.0034e-01, -3.4892e-01,\n",
      "         -2.0477e-01,  1.4972e-01,  2.6846e-01, -2.7676e-01, -9.6088e-02,\n",
      "          5.6778e-01, -1.8414e-01,  4.2031e-01,  9.0487e-02, -2.0663e-02,\n",
      "         -2.5478e-01,  1.4473e-01, -4.9457e-01,  4.4759e-01, -5.3936e-02,\n",
      "          1.5164e-01, -1.8616e-01, -1.4115e+00,  1.5664e-01,  3.9656e-01,\n",
      "          7.0437e-02, -5.6806e-02,  1.7509e-01,  2.4800e-02, -5.1378e-01,\n",
      "         -1.8467e-01, -2.0194e-01,  8.4283e-02, -1.0800e+00, -3.3346e-01,\n",
      "          6.6226e-01, -4.5151e-01, -1.8930e-02,  1.9735e-01,  4.5721e-01,\n",
      "         -2.7128e-01,  2.3311e-01, -1.8169e-01, -4.4066e-02, -9.4681e-01,\n",
      "         -9.8954e-01, -1.3324e-01, -9.4136e-02, -3.2522e-01,  4.9604e-01,\n",
      "          2.9306e-01, -5.0872e-01,  1.5281e-02,  1.3250e-01, -5.0460e-01,\n",
      "          2.4093e-02,  1.1410e-01,  8.1152e-01, -3.9615e-01,  4.4836e-01,\n",
      "         -1.0111e-01, -9.3687e-02,  7.3736e-02,  1.8704e-01,  1.9822e-01,\n",
      "          5.1542e-01,  3.2976e-01,  1.8889e-01, -1.7451e-01, -1.4504e-02,\n",
      "         -4.8206e-01,  5.1330e-02,  3.9457e-02, -4.9574e-01, -1.4474e-01,\n",
      "         -2.3307e-02, -6.1964e-01,  1.1825e-01, -5.2761e-01, -1.6697e-01,\n",
      "         -2.1180e-01,  2.5468e-01,  5.2183e-02,  2.4735e-02,  3.6023e-01,\n",
      "         -2.9112e-01,  2.0620e-01, -3.5285e-02,  2.3600e-01, -3.7569e-01,\n",
      "         -3.4952e-01,  1.0701e-01,  2.3696e-01,  1.9728e-01, -3.1698e-02,\n",
      "         -2.1443e-01,  2.7182e-01, -3.5366e-01,  4.8803e-01,  5.7013e-01,\n",
      "         -4.1931e-01,  6.9881e-02,  1.1125e-02, -9.3674e-02,  5.0229e-02,\n",
      "          4.9471e-01,  1.6518e-01,  3.6020e-01, -7.6542e-02,  5.1127e-01,\n",
      "          2.0439e-01, -6.4797e-02,  3.3056e-01,  2.5217e-01, -3.6794e-01,\n",
      "          2.0192e-01, -6.0609e-01,  5.7771e-02,  1.0731e-01, -2.8447e-01,\n",
      "          8.6521e-02,  4.4504e-02,  4.4004e-02, -5.2346e-01, -2.0332e-01,\n",
      "         -2.8961e-02,  3.1124e-01,  4.3405e-01,  1.0730e-01,  1.7086e-01,\n",
      "         -5.8593e-01,  3.3335e-01, -4.7455e-02, -6.5307e-01,  9.2703e-02,\n",
      "         -2.1886e-01, -7.6682e-01, -1.6433e-02, -3.4352e-02,  7.6675e-02,\n",
      "          2.3657e-01,  5.2298e-02,  1.8447e-01, -3.3452e-01,  1.2120e-01,\n",
      "          8.2686e-03,  1.3082e-01,  2.2903e-01, -3.5270e-01,  3.0986e-01,\n",
      "         -6.0153e-03, -2.0790e-01,  1.8389e-01,  8.0910e-02,  4.8917e-01,\n",
      "         -3.7258e-01, -8.5720e-02,  3.5983e-01, -2.0902e-02,  1.1247e+00,\n",
      "         -2.1815e-01, -4.2076e-01, -3.5072e-01, -4.2000e-02,  1.2644e-01,\n",
      "         -4.5599e-02, -5.0719e-01]])\n",
      "torch.Size([1, 512])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "from PIL import Image\n",
    "from transformers import CLIPProcessor, CLIPModel\n",
    " \n",
    "# 加载预训练的CLIP模型和处理器\n",
    "model = CLIPModel.from_pretrained(\"openai/clip-vit-base-patch32\")\n",
    "processor = CLIPProcessor.from_pretrained(\"openai/clip-vit-base-patch32\")\n",
    " \n",
    "# 加载图像并进行预处理\n",
    "image = Image.open(\"4.pics_selected_segmented_cropped_align/Micro/angry_liyan20230802_116_1.70_1.97_2.20/apex.png\")\n",
    "inputs = processor(images=image, return_tensors=\"pt\")\n",
    " \n",
    "# 提取图像特征\n",
    "with torch.no_grad():\n",
    "    image_features = model.get_image_features(**inputs)\n",
    " \n",
    "# 打印图像特征\n",
    "print(image_features)\n",
    "print(image_features.shape) # torch.Size([1, 512])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1aaea66b",
   "metadata": {},
   "source": [
    "# 脑电特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8c87dde1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name_paths: ['01_7.17wangzishan_eeg_psd_fea.mat', '02_7.18mayiran_eeg_psd_fea.mat', '03_7.18wangxiaomin_eeg_psd_fea.mat', '04_7.18zhengwansheng_eeg_psd_fea.mat', '05_7.19linjiaying_eeg_psd_fea.mat', '06_7.19wangjintao_eeg_psd_fea.mat', '07_7.19wangsixian_eeg_psd_fea.mat', '08_7.20lizhuoru_eeg_psd_fea.mat', '09_7.20shitianyang_eeg_psd_fea.mat', '10_7.20yuelu_eeg_psd_fea.mat', '11_7.21hantianhao_eeg_psd_fea.mat', '12_7.21wujinghan_eeg_psd_fea.mat', '13_7.21zhangdi_eeg_psd_fea.mat', '14_7.27wangxinyi_eeg_psd_fea.mat', '15_7.27wangziheng_eeg_psd_fea.mat', '16_7.28liuhaoyu_eeg_psd_fea.mat', '17_7.28yangmi_eeg_psd_fea.mat', '18_7.28zhengchangyan_eeg_psd_fea.mat', '19_7.31qiangweihua_eeg_psd_fea.mat', '20_7.31shengxin_eeg_psd_fea.mat', '21_7.31yansen_eeg_psd_fea.mat', '22_8.1wangsen_eeg_psd_fea.mat', '23_8.1zhangbuyuan_eeg_psd_fea.mat', '24_8.1zhaoshaohua_eeg_psd_fea.mat', '25_8.2fengdengfang_eeg_psd_fea.mat', '26_8.2liyan_eeg_psd_fea.mat', '27_8.2wangshuai_eeg_psd_fea.mat', '28_8.2xietao_eeg_psd_fea.mat', '29_8.3lvpinxin_eeg_psd_fea.mat', '30_8.3qingwenyang_eeg_psd_fea.mat', '31_8.3zhaolei_eeg_psd_fea.mat', '32_8.8xiaominwang_eeg_psd_fea.mat']\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "# 获取data目录下的所有文件和文件夹\n",
    "name_paths = os.listdir('features_by_py/')\n",
    "print('name_paths:', name_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2a4ee019",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.io import loadmat\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "X = []\n",
    "Ye = []\n",
    "Ys = []\n",
    "\n",
    "for sub in range(len(name_paths)):\n",
    "    data = loadmat(os.path.join('features_by_py', name_paths[sub]))\n",
    "    Xpsd = data['Xpsd']\n",
    "    Yemo = data['Yemo']\n",
    "    Ysub = data['Ysub']\n",
    "    # 使用ravel()函数将其转换为一维数组\n",
    "    Yemo = Yemo.ravel()\n",
    "\n",
    "    # 创建SVM分类器对象\n",
    "#     clf = SVC(kernel='linear')\n",
    "#     # 使用10折交叉验证计算准确率\n",
    "#     accuracy = cross_val_score(clf, Xpsd, Yemo, cv=5).mean()\n",
    "\n",
    "#     print(\"Accuracy:\", accuracy)\n",
    "#     print('Yemo:', Yemo)\n",
    "\n",
    "    X.append(Xpsd)\n",
    "    Ye.append(Yemo)\n",
    "    Ys.append(Ysub)\n",
    "\n",
    "X = np.concatenate(X, axis=0)\n",
    "Ye = np.concatenate(Ye, axis=0)\n",
    "Ys = np.concatenate(Ys, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5e4f253e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X.shape: (1533, 300)\n",
      "Ye.shape: (1533,)\n",
      "Ys.shape: (1533, 1)\n"
     ]
    }
   ],
   "source": [
    "print(f'X.shape: {X.shape}')\n",
    "print(f'Ye.shape: {Ye.shape}')\n",
    "print(f'Ys.shape: {Ys.shape}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fe24d12",
   "metadata": {},
   "source": [
    "# 实验结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dd9a2bb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import openpyxl\n",
    "import numpy as np\n",
    "from openpyxl import load_workbook\n",
    "from openpyxl.utils import FORMULAE\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.family'] = 'Times New Roman'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2006ad0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = r'E:\\10.Doctoral materials\\0.Micro-expression\\3.papers\\results.xlsx'\n",
    "sheetname = \"data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0084812b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_excel_data(filename, sheetname, start_row, end_row, start_column, end_column):\n",
    "    workbook = load_workbook(filename, data_only=True)\n",
    "    sheet = workbook[sheetname]\n",
    "\n",
    "    data = []\n",
    "    for row in sheet.iter_rows(min_row=start_row, max_row=end_row,\n",
    "                               min_col=start_column, max_col=end_column):\n",
    "        row_data = []\n",
    "        for cell in row:\n",
    "            if cell.data_type == 'f' and cell.value in FORMULAE:\n",
    "                cell.value = cell.value\n",
    "            else:\n",
    "                cell.value = cell.value\n",
    "            row_data.append(cell.value)\n",
    "        data.append(row_data)\n",
    "\n",
    "    return np.array(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9d60b730",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lz+Pcf//9gJYeb7FY+n3NlStXsnjx4rDPcdeuXWzcuDHs/cXQSU28EEIIIYQQYvQE3LDhC9F9Da8DPrkj8sc972UwxkT+uJ2sX7+ew4cP99heXV3N+++/zx/+8AeMRiPXXHMNzz77LE888QQ/+MEPeux/9OhRduzYAcCKFSvCeu3eUup74/P5ePLJJ7nyyivD2l8Mj6zECyGEEEIIIcQY8eyzz7Jy5UpWrlzJokWLWLVqFYFAoMd+Dz30ELfffjtGoxGAO++8E0VRWLNmDT6fr8f+x44dC/1/ZmbmsM7xjjvuCJ3j8uXLycrK4tFHHx3WMUX4ZCVeCCGEEEIIMXoMVm1FO5Kcx3tfeT/jQbBFsPGawRq5YwVdd911XbrTf/DBB6Eu8TqHw8Fbb73VZb9Zs2ZxxRVX8OKLL/L8889z3XXXdXlOU1NT6P/j4uKGdY4PPvhgl+70Xq+XW265ZVjHFOGTIF4IIYQQQggxahRFiXhKumrQ670VQO34r8GCEuX090g766yz2LVrV5dtf/zjH2ltbe0x5q25uRnQauW7B/GdZ8/X1NQwffr0iJ2j2Wzm5ptvprGxMWLHFH2TIF4IIYQQQghxcrEkgSUZrOkw8WIofwvctdr2cejmm28O/b/L5eLvf/87e/bsITY2tse+CxYsYPfu3bzxxhtccskloe1LliwhISGBlpYWtm/fzjnnnBPRc5w3b15Ejyf6JjXxQgghhBBCiJOKEpMO5zwNS36PkvM5WPJ7OOdpbfs499RTT3H55Zf3GsCDNgce4Ne//nWX7bGxsXz7298GtLr73ursu9uyZcuQznHt2rVDep4IjwTxQgghhBBCiJOOYrCEZq8rioJi6H+k2mjzer0A+P3+PvdxuVw88MADfOc73+lzn6uvvprExEQ2btzYIwi/9957mTt3Lrt27QqNm+vLc889h8HQNVwMZ6Tec889R0NDw4D7iaGTIF4IIYQQQgghRpGqquzduxeAPXv29Bks33XXXTgcDtLT+84oiI2NJS8vD4BbbrklVCcPWkO7d999l+XLl/Pf//3f3HjjjV261oNWL//rX/+a5ORkzj777C6PORwOgD5r3998801uu+02Vq9ePcBXLIZDauKFEEIIIYQQYpT85je/4fHHHw8F02+88QbZ2dlcd911oZT41tZWFixYwNGjRwHIz8/nzjvv5LbbbutyrN27d3P11Vdz5MgRAPbu3Ut+fj733HNPaN+0tDQ2b97MCy+8wPPPP8/5559PbGws06ZNw263M2vWLG644YYujfBefvll3nrrLfbs2QPATTfdxB/+8IdQpoPP56OiooLCwkKuuuoqbDZb1L5fAhQ1nJyIU0hzczN2ux2Hw0FiYuJon44QQgghhBDjmsvlorCwkIKCAmJixldneCGGYzA/+4OJQyWdXgghhBBCCCGEGCckiBdCCCGEEEIIIcYJCeKFEEIIIYQQQohxQoJ4IYQQQgghhBBinJAgXgghhBBCCCGEGCckiBdCCCGEEEIIIcYJCeKFEEIIIYQQQohxQoJ4IYQQQgghhBBinJAgXgghhBBCCCGEGCckiBdCCCGEEEIIIcYJCeKFEEIIIYQQQohxQoJ4IYQQQgghhBBinJAgXgghhBBCCCGEGCckiBdCCCGEEEIIIcYJCeKFEEIIIYQQQohxQoJ4IYQQQgghhBBinJAgXgghhBBCCCGEGCdMo30CQgghhBBCCHEq2717N+vXr+fhhx+mrKyMlJQUCgoKuuzT3t7OsWPHiI2NpampiX/+85+8//77PProo6iqyvTp07HZbKH9A4EA9fX1lJSUcOutt7JmzZoer+v3+3nllVd47rnnKCkpISYmhoSEBAKBAPPnz+eKK67gqaee4rHHHuv3/MvKysjJyen1sXXr1vHOO+/w8MMP4/f7yc/PJy0tLfR4a2srx48fx+v18tJLL/GFL3yhxzFUVeWcc87h9ddfJykpqd9z6WzPnj08+eSTbNu2DbPZTFxcHAArV67kmmuu4cEHH+Tqq69m5cqVPP7442zZsoW///3vAJx22mlYrdYu36vq6moqKyt56KGHuO2228I+j4hTx4EtW7aoQK9/5s6dG9qvrKxMXb16tXr22WerZ555pvrss88O+rUcDocKqA6HI5JfghBCCCGEEKek9vZ29cCBA2p7e/uIvq7PH1A3lNeq/zhapm4or1V9/sCIvv5Q/O53v1MB9dprr+318ZKSEnXWrFldts2dO1cF1PXr1/f6nL/85S/qrbfe2mN7cXGxes4556iTJk1SX375ZdXr9XZ5/K233lKnT5+uAmpjY2O/552fn9/v46qqqp///OdVQH3iiSd6PFZeXq4uX75cfemll3p97quvvqoC6q9+9asBX0dVVdXlcqnf//73VaPRqN59991qfX196LFAIKC+8MILakFBgQqoGzZs6PKY3W5XAfXo0aM9jhsIBNS7775bfeihh8I6j8H87A8mDh0XK/FPPfUUFouFiRMnYrFYQtsrKiq4/PLLAairq2PFihV885vf5Kc//Sk1NTUsWLAAr9fL9ddfP1qnLoQQQgghhBhhLxZWcuu2/ZS1ukLbcuJj+P2yOawuyBrFM+tfcnJyv4/n5uby7W9/e1DPufHGG3nkkUe6bCstLeWMM84gLi6Obdu2kZ2d3eN5n/nMZ9i4cSNnnnkmlZWVg1oB701/z8/OzubJJ5+kqKio18cfeOABAB5++GFuv/32Livk3amqype+9CXWrl3LE088wTe+8Y0ujyuKwhe/+EWWLVvGwoULezyWlJSEw+Ho9diKovDjH/+Yf//7332+/kgY8zXxbW1ttLS0UFlZyYkTJzh06FDoT3p6OldffTUAd999N06nkx/+8IcAZGRk8J3vfIdbb72Vurq60fwShBBCCCGEECPkxcJKrly/o0sAD1De6uLK9Tt4sbBylM4sMr7//e8P+jnf+973Qv/v9Xr50pe+RG1tLX/60596DeB1WVlZ/OIXv6CqqmpI59qZoij9Pj5t2jQuuuiiHts3b95MbGwsq1atoqqqimeeeabf4/zud79j7dq1LF++vEcA31lWVhb3339/eCffSUJCwqgvEo+LIP6JJ54gJSWly/aPPvqIuLg45syZQ1tbG3/7298499xzMZk6kgtWrFiB0+kc8B9aCCGEEEIIMTpUVaXV64vIn2a3l+9v3Yfa2+sE/3vrtv00u70ReT1V7e2Vouehhx4a1P67du1i48aNXba98MILfPTRR0yZMoVLLrlkwGP813/9F2efffagXncw/H4/v/3tb/t8/IEHHuD//b//x89+9jMAHnzwQQKBQK/7er3e0LG++tWvDvja11xzTZ+1/L156aWX+swWGEljPp2+c9ODzv7v//4vtAq/adMmXC4X06dP77LPzJkzQ4/ffvvt0T1RIYQQQgghxKC1+fwkPPXmiLyWCpS1urA//VZEjtdy/SrizSMTUm3ZsoUDBw6Evb/P5+PJJ5/kyiuv7LL9ySefBLQFz3AoitKlpDnSnnrqKVpaWnp9bPfu3bhcrtC5Ll++nC1btvDKK69wxRVX9Nh/48aNoayBcL4+q9XK1KlTwzpPl8vF008/zYIFC8LaP5rGfBDfm0AgwL/+9S82bdoEELobkpmZ2WU/u93e5fHeuN1u3G536O/Nzc2RPVkhhBBCCCGEGIT169ezcuXK0N+rq6s5dOgQX/va1/p8zh133BGqj/f7/Rw6dIi6uroeQfy+ffsALZ28L3feeScvvPACXq83tC0tLY0//vGP/PjHP+6xf1VVVZfz1d1yyy09Xv83v/lNqAN8fX09+/bt45577un1PB544AHuvvvu0N/vuusuVq1axW9+85teg/hjx46F/r97bDhY1157LbGxsQB4PB72799Pc3Nzr13+R9q4DOI3bdpEVlZW6K5JQ0MDQGhkgE5PrW9vb+/zWPfffz/33ntvlM5UCCFEJPkDKluq6qlsc5MVZ2V5ZipGQ/81dkIIIca2OJORlutXReRYmyvr+eyb2wfcb92qxazISh3268WZjMM+Rm8uuuiiUKCr27BhQ49tnT344INceOGFob97vV5uueWWHvs1NTUB9Nm8DbQY6eabb2b+/Pk0NDRw/fXX89e//hWgR3o+wKRJk3rd3psf/ehHXWrV//Of//Dpp5/22O/48eNUV1dz3nnnhbZdfPHFLFq0iA8++IAtW7awfPnyXr826BkbDtZzzz3XZZW+tbU1lAk+2sZlEN85lR4gJiYG6Bmsu1xaM4vu9fSd3XnnnV1S7Zubm8nNzY3k6QohhIiA8dppWAghRP8URYlYSvpncjLIiY+hvNXVa128gvbZ8ZmcjHF3E/i8885j7969Ye9vNpu5+eabaWxs7LI9Ly+Po0ePcvz48X6fn5uby6xZs9i6dSvLli0b0jmH44tf/CLV1dU9tv/617+mvr6+xwp/W1tb6PHuQXznJn01NTWDqncfSHx8PN/85jcjdrzhGHdBvNfr5cUXX2THjh2hbVOmTAG0dIzO9L/n5eX1eTyr1drviAIhhBCjT+803P2CTO80/MJFiySQF0IIgdGg8Ptlc7hy/Q4U6PK5oYfsa5bNGXcBvO7WW28d1P7z5s3rse1zn/sca9asYcOGDTQ2NvY7ok7PbO7cPDwabr755i5/r6ys5JNPPun1poXH4yEvL4/XX3+dAwcOMHv27NBj5513HoqioKoq27dvj2gQD4TGm4+2Md+dvrv169czbdq0LoH5ihUrMJlMHD58uMu+ek1Eb6MKhBBCjA/+gMqt2/b322n4tm378QdGtkOwEEKIsWl1QRYvXLSIifExXbbnxMecNDd933777S59vcKxdu1aAG6//XYSEhJwu91jor67N2vWrOFb3/pWr49ZLBa+/e1vo6oqv/nNb7o8lpeXxxe/+EUA/va3v4X1Wu+///6gz8/r9fLmmyPTjLE34y6If/755/nyl7/cZVtKSgpXX30177zzTpcxDxs3biQ5OblHMwUhhBDjx5aq+h6zfjtTgdJWF1uq6vvcRwghxKlldUEWRddcwIZLl/KP8xew4dKlFF5zwZgP4MMZWVdfX8/f/va3UDZxOM957rnnQn3EcnNzeeaZZzCbzfzqV7/i3XffHd5Jh0lvkuf3+/vdr7q6mr///e/9joi78cYbURSF5557rkdZwCOPPEJOTg6vvvoqzz33XL+vtWbNGjIyMrpsC+f7+etf/zrU9G40jKsg3uVysXbtWr70pS/1eEy/C6M3XCgqKuLxxx/n97//fb8pIkIIIca2yrbwVhrC3U8IIcSpwWhQWJmdxjVTJ7IyO21cpNDrzea617HrqqqquPzyyzn//PPDfs6bb77JbbfdxurVq0PbrrjiCtatW0dWVharVq3i3nvvpa6ursvzdu/eTXl5OYqikJSU1O959zfnHbRxd/v37w8dty+BQIBbbrkFu93eb5CclZWF3W7H6/Vy88034/F4Qo9lZmayadMmTjvtNK677jp+8pOfUFFR0eX5JSUl3HPPPSxdurTLmHJVVUPTyvr6fj799NP85S9/CXtEXzQoaji3GsaIF154gUcffZQNGzb0+vihQ4e45ZZb8Hg8BAIBfvSjHw26bqG5uRm73Y7D4SAxMTESpy2EEGIYNlbUcd5rHw6434ZLl7IyO20EzkgIIcRguFwuCgsLKSgoCDWkFl3t27eP9evXc//991NbWwvA4sWLQx3W9eDywIEDKIpCVVUVGzdu5K233uLPf/4zAElJScydOxdF0W5W+Hw+KioqKCws5KqrruKf//xnj9d1u90899xzrFu3jk8//RS73Y7ZbMbpdGKz2Tj//PO57rrrugS6g3XHHXfwr3/9i7KystC2SZMm8b3vfa9Lg/Hjx49z3nnnUVpaCmgZA7/97W+56qqruhzvjTfe4Dvf+Q7FxcWhbRkZGTzyyCNd9vX5fDzzzDO88MIL7Nu3j4SEBKZNm0ZiYiLz58/nhhtu6LLY++yzz7J27Vr+/e9/AzBhwgRmzpwZetzj8VBSUkJ5eTk//vGP+d///d8Bv/bB/OwPJg4dV0H8SJAgXgghxhZ/QGXS8+8O2Gm48JoLxsUqixBCnGokiBenqmgF8eMqnV4IIcSpR+803J/x3GlYCCGEEGIwJIgXQggx5q0uyOKmmT3HhSrA38+bP+YbFQkhxFjhD6hsrKjj+WPlbKyok8keQoxD425OvBBCiFNTuz8AwHXTJnJxTjo/+vAgle1uWn39d7kVQgihebGwklu37e8y8SMnPobfL5sjN0OFGEdkJV4IIcS4sLVaG43zlakTuXZaDnfMmwzAoweKwxoHI4QQp7IXCyu5cv2OHiM7y1tdXLl+By8WVo7SmQkhBkuCeCGEEGNedZub481tKMDSDK2T7PXTc4k1GthT38zW6t7HwAghhNBS6G/dtr/X5qD6ttu27ZfUeiHGCQnihRBCjHnbgqvwc5JtJFnNAKTEWPjK1IkA/GFf0WidmhBCjHlbqup7rMB3pgKlrS62VNWP3EkJIYZMgnghhBBjnr7SfnZmcpft350zCYD/FFZS2db3BaoQQpzKKtvcEd1PCDG6JIgXQggx5m3Tg/gJKV22L0izc/aEZHyqyuMHS0bj1IQQYszLirNGdD8hxOiSIF4IIcSY5vL52VHrAGBZt5V46FiNf+xgMd5AYCRPTQghxoXlmankxMeg9PG4AuTGx7A8MzWq5yFNSMWpJlo/8xLECyGEGNN21DnwBAJMiLUy2RbX4/EvFmQxIdZKZZublwqrRuEMhRBibDMaFH6/bE6fj6vAmmVzMBr6CvOH+fpGIwBerzcqxxdirNJ/5vXfgUiRIF4IIcSYtrVKa2q3bEIyitLzAtNiNPCtWXkA/GF/0UiemhBCjBurC7J44aJFWA09L/9nJyVwxaTMqL222WzGarXicDhkNV6cMlRVxeFwYLVaMZvNET22KaJHE0IIISKsr6Z2nX1rVj6/2nWMLVUN7K1vZm5q4kidnhBCjBurC7KYGH+AE8527l44jdOTbXx1wy4ONLXwVlktq3IzovbaaWlplJeXU1ZWht1ux2w293pjVojxTlVVvF4vDoeDlpYWJk6cGPHXkCBeCCHEmKWqap9N7TrLjo/hioJM/n2ikkf3F/HYirkjdYpCCDFu+AMqpcFRc6clHGFVzgpumVPA7z49wc8+PsRnctIxRCmwTkzUbq7W1dVRXl4eldcYy1QV3AE//oCK0aBgNRiRexgnN6vVysSJE0M/+5EkQbwQQogx66ijlTqXB6vRwIK0/j8Eb5kziX+fqOTvx8p54MyZJFstI3SWQpw6/AGVLVX1VLa5yYqzsjwzNWp11CLyyttceAMqZoPC/qq1LJ84jzsXTOWJQyXsqm/mP4WVfGlydtRePzExkcTERLxeL36/P2qvM9a8XVbDr3Ydo6rTCL/MOCs/WzCVz+REL/tBjB6j0RjxFPrOJIgXQggxZump9IvTk7AO0BRmeWYKp6fY+LTByd8Ol/GDuZNH4hSFOGW8WFjJrdv2UxZcyQXIiY/h98vmsLogaxTPTITrRHMrALnxZvR7L2kxFu6YO5n/2XGEu7cf5opJmZh6qZuPJLPZHNUAZyx5sbCSK9/bS/dOACXuNr7w3l5euGiR/P6IQZPGdkIIIcasbdVaU7uzJ/RdD69TFIXvzp4EwB8PFBGQ5klCRMyLhZVcuX5HlwAeoLzVxZXrd/BiYeUonZkIl9PtYFdtGQCxivbeWuEsptJZwjUFZlKsJg47Wnn6SNlonuZJxR9QuXXb/h4BPBDadtu2/fgD8nklBkeCeCGEEGPW1iptJX5ZGEE8wLXTJmK3mDjW3MbbZbXRPDUhThkSiJwcdlRu5uVj7wEQo9QB8NrRv/P4zvt4/tMHuDpfG4X1PzuO4PKdOqnu0bSlqr7Hja/OVKC01cWWqvqROylxUpAgXgghxJjU4PJwsKkFgGWZfTe16yzBbOL66bmAjJsTIlIkEDk5LMpaQVrCEgCSzW0A2Cx2vrngTm5aeBf3LjmHnPgYylpd/OlA8Wie6kmjslMNfCT2E0InQbwQQogx6YMabRV+uj2etJjwm9TdPCcfgHUlNaH6TyHE0EkgcnKwWe1UubRC+GSLFsQ7PQ4aXLVk2fJIj0vmnkXTAfjV7mM4Pb5RO9eTRVacNaL7CaGTIF4IIcSYpKfS9zdarjfT7AlcnJOOCrKaJEQESCBy8jjRrAXvScGVeICNRWsJqAEAvj49h+n2eOpcHn736YlROceTyfLMVJKtfTfwU4Dc+BiWZ6aO3EmJk4IE8UIIIcakUFO7zPDq4Tu7Zc4kAJ48XEqb1HYKMSzLM1PJiY+hr0FyEoiMD+0+P1XtWrZEsrmNibZJxBhjqW+v5tOajwEwGQz84owZADy49wR1Ls+one/J4K2yGhxub6+P6b9Pa5bNkTGNYtAkiBdCCDHmeAMBPq5pAsJvatfZJbkZFNjiaHR7ef5YeYTPTohTi9Gg8Ptlc/p8XEUCkfGgyKmtvscaA8QavCzMWs7ZeasA2FT0Gv6AdsPzyslZLEhNxOn18cDuY6N2vuPdh9WNfOmdnQSAFZkp5MTHdHk8Jz5GxsuJIZMgXgghxJizq85Buz9AitXMjKSEQT/faFD4zmytNv4P+4tQZdycEMOyuiCLFy5ahLGXOH1RWqIEIn1wuh1sLFqL0+0Y7VPhRDCIT7W4UBSwW1NYMnElcWYbja5a9lR/AIBBUbhv8UxAe/8sa2kftXMerw42Ovncmx/T5vOzKjeddy5dStE1F/DMynkAWAwKR68+T35vxJBJEC+EEGLM2VbdMVrOoAxtde+GGbnEGA3srm/mg+DxhBBDd9aEZPyqlgb813Pn8ux5WkCyo66Z/Q3O0T25MarF42BT8Wu0eEY/iC8M1sMnmrR/K3tMChZjDOfkXgzA5uJ1+ANaM7tVueksz0zB7Q/w851HR+eEx6ny1nYuXvcRDW4vS9KT+PeFizAbDBgNCtdOy8FmNuEJqByRxqtiGCSIF0IIMeZ0zIcfXFO7zlJjLHxl6kRAxs0JEQnbgyUuc5JtXD8jj69Oy+WLBZkA/Gbv8VE8s7HL49dq0NVg47jRpK/E203a6M5Eq1aqdEb2uSRYEnG469lVtRUARVG4f4m2Gv/Xw6UcCY77FP1rdHtYte5jSltdTLfH8/olS0gwm0KPGxSFBWmJAOysG/0bO2L8kiBeCCHEmKKq6rCa2nX23WCDuxcKK6lq63vOtRBiYB8Fg/glGUmhbT+aNwWA546WS9p1kNPtoNJZQqWzhHcLXwJge+Xm0LbRSq0vDAbxyeY2Yk3xWIzaNAGz0cI5eZcA2mq8L6A1Yjs7M4XP5WXgV1X+3ydHRuWcx5N2n5/Pv/UJ+xqdZMVZeeuzZ/Y6HnVRmh2AHbUSxIuhkyBeCCHEmFLc0k5FmxuTonBGetKwjrUwzc5ZE5LxBlSeOFQSmRMU4hT1cW0TAEs6/V6emZHMuVkp+FSVNfsKR+fExpgdlZt5fOd9PL7zPkqbtQyF3VVbQ9t2VG4elfMqdGo3WZLMbdhjumY5LcpaTqI1GaeniR0VW0Lb9dr4f56oYJesHPfJFwhwzbs7eb+qAbvFxJuXnMkkW1yv+4aCePl+imGQIF4IIcSYsrVKW4VfmGYnzmTs8fhgG0Xp4+b+fKAYb2D0U1qFGI8Cqsp2PYjvtBIP8JN5UwF47GAxTX2M0zqVLMpawU0L7+ILM74e2paZkMtNC+/ipoV3sShrxYifk6qqoRnxyeY27NauQbzJYGZ53mcB2FLyBl6/NlpuXmoi10zJBuCu7YdG8IzHD1VVufn9fbxSXI3VaODVixczNzWxz/0XBW+C7a5vxh+QpqtiaCSIF0IIMaboTe36SqUfbKOoLxZkkhFroaLNzStFVRE7T50/oLKxoo7nj5WzsaJOLspERI2V7uZHHa04PD5ijAZOS7F1eWxVbjqnJdto8fr504HiUTrDscNmtZNly6PJVR/a5vN7ybLlkWXLw2a1j/g5Nbi9OL1a07reVuIBFmQuIykmlVZvM9srNoW2//yMGRgVhTdKa9lSWd/jeae6e3Yc4YlDJRgUeP78BazISu13/+n2eBLMRtp8fg5JrwExRBLECyGEGFO2dupMHwlWo5GbZnaMm4ukFwsrmfT8u5z32od85b1dnPfah0x6/l1eLKyM6OuIU9dY6W7+cbAeflGaHbOh6+Wjoij8OFgb//t9hbh8/pE+vTHpeOOB0P87PU2jdyJ0qoe3+DEbAj1W4gGMBhMr8j4HwNbSN/H4tT4iU+3x3DgjF4CfbT8sIzs7eXR/Eb8Idu//49mnc0UYI+MMisKCVEmpF8MjQbwQQogxo9nj5dOGZkBrqqTTG0UVNh7m3/sfA6CypSTsRlHfmpWHUVHYVNkQOv5wvVhYyZXrd1DW2rVhXnmriyvX75BAXgybqqpUOsfGyvZHNdrNte6p9LovT80mNz6G6nY3zx4tG8EzG5vava2UNZ8I/d3td+H2jV7jPz2VPtWidcvvLYgHmJe5lJTYDNq8LXxUviG0/f8tmkaM0cD7VQ28UVoT/RMeB/59ooLvbd0HwL2LpvOt2flhP7ejLr4pGqcmTgESxAshhBgzPqppIqBCgS2OrLiY0Ha9UdQze39Ho7sOgLVHng27UVROQixXTNJGYT0agdV4f0Dl1m376W09St9227b9klovhkS/afVh2busPfp3YHA3raKht6Z2nZkNBm6fOxmA3+w9ccr/7Bc2HUJFJS0uk1hTPABNrobRO59u4+XsMb2nfBsUI+fma6vx20rfxhW88TAxPjbUX+Rn2w8TOMVX4zdU1PHV93ajAt+Znc/dC6cN6vkLpUO9GCYJ4oUQQowZelO77qn0eqOovMSpoW3ZCfmDahT13TnaKsmzR8uH3XxrS1V9jxX4zlSgtNXFliqpHxWDp9+0evvEv0PbBnPTKtLcfj+767UMlr5W4gG+MTOPZKuZo45WXimOfP+J8eRYg5ZKPyV5NknBgLnJVTdq56MH8QnGJqDvlXiA0zKWkBaXhcvXxkdl74a2/3T+VBLNJvbUN/Ov4xVRPd+xbFedg8vf+gRPIMAXCzJ5ZNlpKIoyqGMsSteCeGluJ4ZKgnghhBBjRl9N7WxWO2lxmVS0dKQWV7QUY1CMYTeKOjcrlTnJNtp8fp4+Ujqs86xsc0d0PyE6029aZSbkhbatyP/cqHU331PfjDegkhZjoaCPsVkACWYT3509CYD/3X38lK2dVlWV4437AZiaMqcjiHeP3k09PZ0+ydyKQTGSYLH1ua9BMbAy/1IAPih7h3ZvKwCpMRZ+OE/Ltrj7k8OnxLSP7o1Ljza1cMkbH+P0+jg3K4W/n7cAo2FwATzADHsC8SYjrT4/RxzS3E4MngTxQgghxgR/QOXDYPOsZRN6rhIVO47gC3iJN3dcfG4qfi3s4yuKEkoHffRA8ZDSQQOqylulNTwc5jzsrDjroF9DCJvVTmZCDo3tHbXHXr9n1Lqb603tlqQnDbji+L3TJmE1Gvi4tonNlaOXPj6a6toqaXY3YlRM5Nunh1LXO3erH2mhxnbmduzWZBSl/xBgdvpCMuIn4va380HZ+tD2206bTHqMhWPNbTx1eHg3Q8e63hqXzvr3Jqrb3cxLTeSVixcT08sY1HAYDQrzg2PopLmdGAoJ4oUQQowJnzY04/T6SDSbOC255yrR0QatgdDk5NmckXUuAAfrdlLVEv6F5FenTSTRbOKoo5V3ysNPbW1ye1nz6Qlm/HMDq974OHSzoS8KkBsfw/LM/kcNCdGXRlcdbn9HyUblIH7OI+3jPubD9yYj1sr107VO5r/eczyKZzV2HQt2pc9PmobZaAmtxDtGKYj3B1SKW7Ta9qReZsT3RlEMrJx0GQAflb9Hm1dbLbZZTPxsgVbWdO+OI7SfpJMI+mpc6g/e/P3enEnYLeZhvYaeUi918WIoJIgXETVW5tkKIcYfPZV+6YTkHumJqqpytP5TQFsh+tz0r3B6xhIANhatDfs1Eswmvj4jB4BHPi0ccL77nvpmbtq8l4nPvcMPPjjAseY2Es0mbj2tgEeWzUFBC9g70/++ZtmcIaVZCgFQ6SwBwKRogUJ1S+mopad/1GklPhx3zJ2MQYF1pTURmwYxnhxvCKbSJ88BIMk6uivx5W0uvAEVkwKJpvZeZ8T3ZmbqfLIS8vD43WwtfSu0/duz8smNj6Gizc0f9g/8Pjre9Ne4FLT3+Ht3HBn217ooLQmQlXgxNBLEi4jxB1TeLi3nD5/u5O3S8pPijVyI8aR77d54+x3cWt17UzuA+vZqGl11GBUTk5NnAlqNsILC4fo9VDiLwn6dm4M1u6+V1vQ6393jD/B/x8pZ/uo25v9nM08cKqHN5+f0FBt/Pud0yr96IWuWzeGW0wp44aJFTIyP6XL8rDgrL1y0iNVhzAsWoi/6yvtpGWdgMphp97VS1zbyzeIa3R6OOLSa6MVhrMSDNlf8i8Gf/9+cYqvxXr+HYoc2N3xKSjCIj0kDRi+ILwzWw6fH+DEokBjGSjxoJUgrJ30egO3lG2nxaDdkYkxG/mfRdAB++tGhXt9Hx7ORalyqj5nbVe845bv9i8GTIF5EhF43dOV7J/hP5SKufO/ESfFGLsR40Vvt3nj7HQw1tesliNdX4fOTpmExakFzWlwmcyecCQxuNX5/o7PX7eWtLr64fgcTnn2ba97bxftVDZgUhasmZ7HpsrPY88UVfGt2PglmU+g5qwuyKLrmAjZcupSsWK3+/clz50kAL4atqkVbic9JnEyOrQAgFByOpE+Cqb6TbXGkxVjCft6P5k4B4PljFZS0jN589JFW7DiKL+Al0ZpMepz2PpAUXPlu97Xi9vUdHEbLCac+I94DEPZKPMC0lNOYaCvAG/Dwfsmboe224Ptg99Z25a0urly/Y1x99nQ3Uo1LZyYlEGs00OL1h26UCREuCeLFsD135HivdUP6G/lzR06tu/BCjLS+avfG08VURauLImc7BgXOzOgliA/Ww09LOa3Ldm013sDRhn2UNZ8Y8HX0NMne6OsgTR4fE2Is3LNwGsVfuYB/XriIFVmpfTb0MhoUVmancVbw5sOhJuk0LIZHVVUqg0F8ZkIe+UnaqmfJKATxelO7M8NchdctzkjivOxUfKrKmk8H/t08WRwLptJPSZ4des+wmmJDs+Ido9ChXm9ql2QOzogPcyUetNX484Kr8Z9UbKLZ3Yg/oHL7hwd63V9/H71t2/5xlw2mC7ch6XAblxoNCvND8+KbhnUsceqRIF4Miz+g8oMPDqD2UjmkAira4+P1jVyIsa6/2r3xdDGlp9LPTUnEZjF1ecztc4VWIKelnN7lsZTYDOZlngWEtxo/UJqk7tnzF/A/Z8wgu1uqfH/mpGjN+Ppa6RciXM3uRtq8LSgYmJAwkXz7NACKmo6MeF38YJradfeTedpq/OMHS2h0eyJ4Vj2NlXKi48GmdnoqvU5f/R6NlHo9nT7B0KSdyyCCeIDJybPIS5yKX/XxfsmbI5ZuPlqWZ6aS0897/3Aal3bvHaWn1O+sO/V6R4jhkSBeDMuWqnpq3b21dtIp1LqVcftGLsRYd7JcTG2r6juV/kTTQQKqn5TYDFLjJvR4/Nz8z2JQDBxvPECJ41i/rxNu+mOda/ABx5xgR/0DjbISL4ZHn7iQEZ+NyWAmJ3EyBsWI09NEkyv8qQrDparqoJvadfaZnHTmptho9fn54/7iyJ5cJ2OlnMjhaqCurRIFhclJM7s8ljSKY+b0dHqbSQsc7TE932f7oygK5xVoq/E7K9/nuCO8r2G46eajxWhQ+N3S2b0+NtzGpS0eB5uKX6PF0zWI31HXNJRTFacwCeLFsIxU3ZAQoncny+9gqKldZs8VoqP1Wir91G6p9LqkmDQWZJ4DwIaiV/t9nWimSc5OTgC0lfjR6iIuTg56Kn1GfC4bK+p4obAWpzqbgApFjiMjdh6lrS6q290YFYUFaR2z6cOdRKMoCj8OrsY/vL8wKuPIxlI50bFGLZV+YmIBseb4LtkBxW3pBNRRWokPpdO3EWuKD/UVGYxJSTMoSJqBX/VR3bwzrOcMN918NDV6vEDPQCknPiaijUv1MXM765qluZ0YFNPAuwjRt5GqGxJC9O5k+B1s8/nZFUwl7L4Sr6oqx/qoh+9sed4l7K7aRlHTYQobD1OQPKP3/YJpkuWtrl5LEBS0i7ShpElOt8djVBQcHh8VbS4mxscO+hhCgBbEH3Bm8sfidGpcHwa3TiLRNAG3qZgFmWePyHl8XKNlyMxNsRFrMoa266uJM1LnYbPa+3o6AFdNyeau7YcpbmnnmSNlfGt2fsTOb6ByIgWtnOjy/MwRGfd4vCGYSp88mxcLK7l12/5ONxdiSDRdSIuhlc9MifqphLT7/KGbuMnmNuwxmUM+1spJn6dw92/wujaTHXcFlW2eiL+PjgWtXh/3fKLdLHvwrNnMT02kss1NVpyV5Zmpg/5ZcrodtHgc1LZVsjF4o1m/UZdkVIk1GnB6fRxztDI9KSGyX4w4aclKvBgW/YK472T6odcNCSEGdjL8Dm6vacKnqkyMjyEvoWvgW91ahtPThNlgYVKwuVdv7DEpLMzSVuM3Fr/a50q40aDw+2VarWqk57tbjUam2bXmVfslpV4Mw1tlrfyr4gxqXF1/jpt9MfzvAduIrS53NLXrenPN4daCe1Xt3pu8J7PBwO1zJwPw273HI1qrPpbKiQKqnxONBwE42prXa3ZAsy+G3x1KGdHsgKLgKny8CWIN3kHXw3eWZ5/KlOTZQIDrJmllHZF+Hx0LHvq0kKp2N5Ntcdw8exIrs9O4ZupEVmanDelr+qRiI4/vvI+XDv2VxmA5zNojz/L4zvv46+5fUZCgZajIvHgxGBLEi2HRL4j7uhML4/uNXIixLppB6UjpPB++ewd4fbRcQfJMTAZzv8c5J28VRsVEieMYhU2H+txvdUFWr/PdI5EmOTu4inJAmtuJIWp2OXipoqCPR7Xfj+9v/XREGrd1bmrndDuodJZQ6SzhzWP/B8D6E/+hormYSmdJv6n1N87IJcVq5lhzGy8VRS6AHUvlRGXNhbj97ViN8fx8d22v10X6v99INhvVU+knxKgoCiRaB1cP353eqT7Ov5mnVkyJyvvoaKptd/PrPdpUpfsWz8BiHF6o1NBeE/oc6+yc3Eu4aeFd3LTwLs7OzAYkiBeDI0G8GLbP508gydKzMsNuMY3rN3Ihxgs9KE2xdg1ys+PGx8VUv/PhQ6n0p/d4rLtEazJnZK8AtNr4/urSO893/8f5C9hw6VIKr7lg2N8r6VAvhmtt0VGafbH01zC2vM0T9dVlf0ANzYhfkp7EjsrNPL7zPh7feR8Ot3bjrchxhCd2/YrHd97HjsrNfR4r3mziljmTAPj1nuMR6RnhD6hsqAivyd9IlBPpqfRuw7wBJmAoI9ps9ESwM32aVbuRMZgZ8b2ZmFjA9NS5qKjY1G0UXXMBT6+cB4DZoHDk6vPG/GdOf36x8yhOr49FaXaumpI95OOoqsqOis38+ZNfUNlaitUYwxdmXk92glZOYlAMZNnyyLLlsXRCOgA7aiWIF+GTIF4M21tltTR5fMQa3Hw15wPmJWp1PnNTbOP6jVyI8WR1QVaogZTupYvPGPO/gwFVDQXxyyZ0vbhs87aEZr/3Vw/f2Tl5qzAZzJQ1n+B4Y+/z4HX6fPfhpEl2p3eol3R6MVRHmqrD2i/aq8sHmpy0+vwkmI3MTEpgUdYKbdUw5+Ie+y7NuZBFWSv6Pd4tcyYRYzSwvdbBxsrhBbBlLe1c+PqHPHGotN/9RrKcSG9qZ7HkhbX/SDUbLXS2A5BkagUGP16uNyvzLwPg05rt1LdX8tVpOSRbzXgD6ri+gXm8uZU/H9SmKPz6zFkYlKF9JrR4HDy/71FeO/oc3oCHSfbpfOeMe5g3YSkpsRkANLbXhPZfFJz8sLPOIc3tRNjGZRCvqiqvvPIK11xzDT/84Q95+umnQ481Nzdzww03cNZZZ7FkyRIefPDBUTzTU8NTh7UP0bn2cqbG17EyVWsGsrW6KepzYYUQHY44Wrv8vTiYRjmWHWpqodHtJc5kZH5aYpfHjjceQEUlIz477NWjBIudxdkrAdhQtHbEu8TPSe5Ip5cO9WIolEBtWPtFe3VZr4c/Iy0Jo0HBZrWTZcujuq08tM/irHMB+LDsnQFvmqXHWrlhRi5AKF15KP5zopK5/9nMxsp64k1Gvjs7n94G3Y5kOVGbt4UKpxb8zU3vqxSiq5FqNqqn0ycYm4DIBPFZtjxmpS0AVDYVv4ZBUTgzIwmAD4M/N+PRXR8fxhtQWZWbzvkT04Z0jIN1u/jTJz/naMOnGBUTn5l8Jf817wehz7Asm3aTR+8rAdpkE6vRQLPXF8qcEGIg4647fX19Pddddx1+v5+nn36azMyOLptut5sLL7yQRYsW8cEHH9DW1sbSpUtxOp38z//8z+id9Ems3uXh1WJt1WBBYikGxUCypZ2smHYqXbG8WVrLNVMnjvJZCnFqONSkrf7GmYy0+fwcHwcXA/oq/JL0JMyGrveV9TrCcFLpOzs792I+qdhMhbOII/V7mZE2LzInG4Zp0qFeDFOS4RiJpvhgSn1vVBJN7SxM6b9HxHDpQfySYHAG4PG7KWzs6DcxP/NsTEYLH5St59XDzxBjimNm2vw+j3nH3Mn8+WAxb5bWsre+mbmpiX3u212L18dt2/bzZHDh4Ix0O/84fwHT7AmcPzGtWyd4SIux8Oflp49INpLW0E4lI34iq3LzyYk/1ucEDFCZEGMYsWaj+oz4WEXLfhhuOr1u5aTLOFi3mwO1OzjeeIBMSw2g8EF1I98Nlk6MJ9trmvjniQoU4H+XzBr0892+dt48/i92V20DYEJ8Dqtn3UBGfNdr4Dz7NAAaXB0r8WaDgXkpiXxc28SOOgdTgw1ShejPuFqJb2xsZOXKlQQCAV5//fUuATzAmjVr2LlzJ/fddx8AcXFx/PjHP+aXv/wl+/f3f4dYDM0/jpXjDahMs0FmTDMT4nMAmJmgvTmtLQ4vLVAIMXyHgyvxF2RrKwjjIYjfWtXR1K6zgBrgWIP2vh1uKr0u3mJjycTzANhYPLKr8dKhXgyHy9eGw13Lqox9vT6uryevythPmXPoq9nh0JvandkpiC9sPIRf9ZFoTWZF3uewWZO4aPIXmZ95NioqLxx4ItShvTeTE+P5UoFWZzyY1fhPaptY+OIWnjxcigLcOX8q2y4/m2l2LfOlc4+L87K1IPXLU7JHrJxIf6+akjy7S7PRnrT3opumuUek2aiqqhQ26zPiWzEoBhIs/Y8EDFdG/EROSz8DgC3F6/C5PwLgw5rG/p42Jqmqyk8+1n5ur5uWM6ibSwDFTUf5845fBAN4hbNzL+YbC3/aI4AHSI/TfiZbPM20eTs+I/R58TuCv3dCDGRcBfFf+cpXqKys5O9//zsmU88kgj/+8Y8sWLCAlJSOu4wrVqzA7/fz2GOPjeSpnjL0VPqVE7TgYWKilkZWEFcGwBultXgDA4+gEUIMT53LQ51LK1+5JE9rknO8ubW/p4wJoaZ2mV2D+ApnEe2+VqzGWHISBz9UeVnuRViMVqpaSjlUvzsSpxo2PaV+f8P4rQ0Vo6OqRftMPSvNy7lZPVdqU61mfnaai9m2KoodR6J2Hm0+P58Gf36XBOt1AY407AVgRuo8ziv4PDarHUVRuGz6tcxKW4Bf9fF/+/5EeXNhn8f+0Txt3Nz/Ha8YsOTHH1B5YPcxznp5K0cdreTEx/DepUv51ZKZPTJ39B4Xt8zRrkPeKguvLGG4VFXleKPW1G5qiha8ry7I4l8XLOxxkZ1iUbgq+xNOTxyZc2t0e2n2+gBIMreRaE3GoETu0v/cSZeioFDsOMrEmCZAu3lc2z4y9f6R8mZpLRsq6rEaDfxi8Yywn+cLeFl/4j/8bc+DNLnqSYpJ5evz7uDCyav7nKZiNcWQFKPdaK9p7ShNWZQWDOKlQ70I07gJ4l999VXefPNNvv/975OW1rNO5eDBg5SUlDB9etc5wnl5ecTGxrJp06aROtVTxp76ZnbVN2MxGJiXqI2MmWibBEBOTAOpVjNNHi/bqsbfXVkhxpvDwVT6vIRYTk/RVhFOjPGa+Np2d6iO/6xuK/FHgqn0U1NmYzQYB33sOHMCZ068AICNRWvDmmcdKbODze0ONEkQLwanMhjEZ9lyQ/O9f3PmLC7O0a57PpuXwVemakFqcdPRqJ3HzjoHflUlK84aGiGmqmro93JGatcSFYNiZPWsGylImok34Oa5Tx+htrWi12MvSk/igolp+FWVhz7tO9jXm9fd+fEhfKrKlQVZ7PniClZm91+rfOHENEyKwhFH64jcyKxpLafF48BssJBnnxranhkfQwCINxlDoye/N9vObFsVTe4R6kwf/BlKjzFgNgQiUg+vc7odeP0epgQzpWKNXiYlaGHFG8VH+x05OJb4Ax2r8N+bM4m8hPBKoKpbyvnLzgfYVvo2oDI/82y+vehu8pOmDfjcjHgtG6Wm0++IHsTvrGuWfipo/y4bK+p4/lg5GyvqRmwk43gyboL4xx9/HICJEyfyne98h6VLl3LhhRfy0ksvAVBUVATQI8UewG63hx7vzu1209zc3OWPCI++Cv/5/An4/Fr6fGrsBGJN8RgUuCBbu5BdWyIp9UJEmx7ET7FZqXZsBaCkpR2Pf+xmwuir8LOTE0i2Wro8diw4Wm7qIOvhOzsr50KsxhhqWss5ULdr6Cc6SNKhXgxVlVOb7oIxl+KWdkyKwndm5/PT+Vpw+HpJDRMTtf+vbi2n3RudIDVUD5+ehBLs0F3VUhoMVq29Biomg5kvn/YdJtoKaPe18uze39Pk6n0E3E+CkzQeP1jMK0VVPS7Uuzeve3LFXP514UJSYiy9Hq+zRIuZczK1YPWNkpoB9h4+PZV+UtL0LquvrwXLCT+fP4HP5mkdyUtatSzSJtfIBPEdM+K1z4FIBvH6yMFjDR0z0JMMRQD8Zd/b/Y4cHEv+fqyMTxucJFnM3Dl/aq/7ON0ONhatxel2oKoBtpWu54mdv6K6tYw4cwJXz/kOl8/4L6ym8G4A6Gn21Z1W4mcn27AYDDR5vGP+Bny0vVhYyaTn3+W81z7kK+/t4rzXPmTS8+/yYmHlaJ/amDIugnhVVXn33XdJT08nPz+fP/3pT7z33nskJyezevVqnnrqKRoatLrKuLi4Hs83mUy0t7f3euz7778fu90e+pObmxvVr+Vk4fEHeO6Y9uZz3bRsHC7t+58cm0a8RVsFXDFB+7B9TerihYg6valdgc3Ip5WvEWNUCKhQ3DJ2LwY65sN3vbB0uh1UtmjBzLSUvmpLBxZrjmdpzoUAbCpaS2CEVuM7p9PLiooYDP3nvqhNS6VfnJFEvNnEOZkppFrN1Lu97G7wkRo7AVApcRyLynn01tTuSL2WSj8lZVafqcIWYwzXnv49MuKzcXqaeHbv72nx9FyRvXBiGpMSYmn3B/jC25+ELtTz//EOF77+AVe+s4NGt5cz0u3s+uJybpiZF7qZEA49aF5XGv0gXu/KP6Xbe5W+gHFZ/gTmBWusDzdrqe1t3hY8/v5myUdGx4x4rdQqMUJN7YDQyMGbFt5FklXLjlicrn2dqnnhgCMHxwKXz8/d2w8D8LMFU/u8SdTicbCp+DUqW4p5Zs9DrD/xAn7Vx/SU0/nOGff028yxN/pKfOdsFYvRwNxU7QbwqTwv/sXCSq5cv6NLk0qA8lYXV67fIYF8J+MiiK+rq8PlcnHGGWdw4YXaBVlcXByPPvooFouFn/70p8TEaOlevQXrLperS518Z3feeScOhyP0p7S0/5mjQvNaSTV1Lg9ZcVaWphtRUTEZzMSbE4k3a29Ci1L9mBSFw45WjjpkRUqIaDrUpK3ITU20oiiQn6BdjIzl5nZ9NbXTV+GzbZNCNwWHamnOhcSY4qhtq2R/zSfDOla4ptsTMCoKzV6tQ70Q4fD6PdS1VQHwaaO2YntulnbtYjIYuCx/AgAvFVWFVsKLHdFJqe9oatfxu3kkuOI6PWVuv8+NNcfz1dNvJSkmjYb2Gv6+92Fcvq7vQy8VVVHU0vN6rbzNzbvl2ir1T+dPYevnO5rXDcYluVpfkA0V9bT7/IN+frg8fhclDq1B39TkjiD+RHMrBxpbMCoKq3LTQ0H8voZWrEZtsakpuPgRTfpKfLJJ+28kV+L1kYNZtjxmpy8EIMWkXUPvaXARZx7ee/dIeGR/EaWtLnLjY/hePx319ZuxLxx4giLHEcwGK5dNv44vn/ZdEobwGTUhuBJf01re5UbvqV4X7w+o3Lptf69THfRtt23bL6n1QeMiiNeb2CUmdv1FycjI4KyzzqKmpia0gl5f3zVFKRAI0NTURF5eXq/HtlqtJCYmdvkjBqan0l83LQenW0uXS45JQ1EU4i1aEK/QyrnZ2mrCa8XRvxsuxKnK6Xawv1Fb1W50fghAklm7cbartmxM1ia6/X4+CV6odG9qdzQYxA+2K31vYkyxLMu5CIBNxa8RUKN3Qa+zGA3SoV4MWnVrGSoqCZZEttVo/RQ6N7e7YpJWLvhyUTV5wZT6aATxte3uUPB3RrBjdovHQYWzCIBpqQP/XtqsSVw39zYSLIlUt5bxj0//gMevNTvTL9T7kx5j4ZdnzMRiHNpl6pxkG7nxMbj8ATZWRC91vajpCH7VR1JMKimxGaHtrwXT+M/JTCbZamFmUgIWgzYH3G/QupOPREp9oVO7UZJg0t5rIxnEd6Y39LOoxcSZDDi9Pg6O8Z4gDS4Pv9qlZbL8YvEMYkxde6843Q4qnSVUOkt4+8QLAHgDHjLiJ7J61o1MSzl9UNkhnaXGTsCgGHD7XTR3mhffURc/9j6zR8KWqvoeK/CdqUBpq4stVSNTjjLWjYsgPjk5mYkTJ1JSUtLjsczMTEwmE/PmzSMtLY3Dhw93ebyoqAifz8dFF100Uqd70qtqc/FGqdZZ9foZuaGat+Rgt804s3bXvNXj5LJgSpvUxYux4GRtlPJh+WYKndoHn9+rvQcqfu39cu3xLWOyNnFnXTNuf4D0GAtTEztm4voD/lCn58HOh+/LkonnE2uKp769mk+rP47IMQciHerFYFUG6+HN5gIKnW0YFaVLqclFOenEmYyUtLTT5J8Yeo7bF9lsj+3BVfiZSQnYLVravN7QLts2KewRZSmx6Xz19NuIMcVR2nycf+9/DH/AN+CFOkCtyzOsC3VFUUYkpb5jtNycLgGdPl5Xz54wGwzMDr4nNHq18+qrX0AknQg29otRtNeK1Iz47tLiskiNnYBRUZlu00oGPgyWZIxV9+8+RpPHy+kpNr46NafH43rN/+M77+syCaKmtZx/7v/jsD5XjQYTqbGZoePpFgUnQeyoc5ySpViVbeFNNQh3v5PduAjiAb7+9a+zfft2ysrKumw/ceIEq1atwmq18q1vfYuPP/4Yh6PjDtbGjRsxm818/etfH+EzPnn9/Wg5flVlaUYSM5MSaAx+ECXFaulrejp9q9fJpcEPsC2VDTS5vaNzwmNU50YpIvpO5kYpyfFnoGLAoviwmbSL4yk2LWUzMW7BmKxN7JxK3/nit8RxDI/fRZzZRrat9wyqwbKaYjg792IANhW/jj8Q/dX4OdKhXgySXg9f6dYC9EVpdmyWjnG6sSYjq3K0z9l3KtpJiklFJUBZ84mInsdHnZra6Y7W66n0g7uxNiFhIl857RbMBgvHGvfz0qG/Uj5AAK8b7oX6JbnBIL6kJmoBUffRcgDNHi+bKrUbEJfmTQht11Pqqz3af6O9Eu8PqBQHSxbiDdpqb7RW4m1WO+cXXA5AqkkLSj+sHruTiUpa2nlkfxEADyyZidHQc0Vdr/k/LX1xaNtl068L9QEY7ufqhF6a250WbG7X6PZS5Oy9l9fJLCvOGtH9TnbjJoj/6U9/yuzZs/nud7+L16sFg88//zxHjx7lt7/9LaDVt0+ZMiX094aGBn79619zzz33MG3awCMfxMBUVeWpI1oq/fUztBKGxtBKvJb2p9ewtnmcTEmMZ1ZSAj5VHbGZreOF3iilt6Y/IrJO9kYpR5u1D/tUSwuxZq07bppVuwCuaFexWcNbORtJHfPhu15UHg3W3U5LmYMSwXnGiyeuJM5so9FVy97qDyN23L7Mlg71YpD0GfFHW7SfnZXZPefEfyGUUl9Fvl27rimK8Lx4vR5eb2rnC3g53qiN4Jqe2n89fG9y7VO4es53MChG9tfuoLjh/bCeN9wL9QsmpmE2KJxwtnHUEfku/o3ttTS012BQDBQkdcwWf7usFm9AZZo9nhlJHfX884KjP0vbtB5OjigH8RVtLrwBFbNBIdHUTowpDqspJmqvNz11LlZjLOkW7fN0LK/E3739MG5/gJVZqaGbPd3ZrHZS4yaEyrsAshLyQn0Ahvu5mt5Hc7vTU4LN7eqahnX88Wh5Zio58TH0VaSgALnxMSzP7PneeCoaN0F8QkIC7777LikpKSxZsoSzzz6b559/nq1btzJjhvbmGR8fz8aNG9m3bx/Lli3js5/9LD/60Y+46667RvnsTx7ba5s40NhCrNHA1VO0N6DGdi04T47puRIPcGkwpU261HfV5pWL+5FwsjdKCah+Xjy2CYCJcT7OzlkFgM2o3Rw60dw25tLyVFVla7W2En/2hL7q4SOTSq+zGK2cE1yN31zyOv6AL6LH70461IvB8Ad8oRW5nQ1apoje1K6zS/MzMCkK+xqdKKbJAJREcF68qqqhzvRnBoP4oqYjeANubJYkMhOGNsFnSspsvjjrRhQU3O0bSLOqUb9QTzCbWBHsKRCNlPpjwVX43MQpXUaLrQ32ALqs0yo8dKzEn2jRvvJoz4rXO9NnxxoxKNFbhdeZDGbmZCwiJ0a7QXug0YnDM/YyMPfUN/PsUS2r99dnzuq3rn1fzXbc/nZslqSIn0eouV1bRZftp3JzO6NB4ffLep9Io/8rrVk2p9fMiVPRuAniAdLS0njqqafYtWsXW7du5dVXX2X27Nld9snKyuKll15i27ZtfPjhh9x4442jdLYnp6cOa298qwuyQrVyoZX4WK0mvnsQr9eErSutwRcYuzOrR4LeKKWiuZhXDv8NgMKmQ6HmKZJaH3kne6OUdwtf5qhD+/ouzD2drEQtBT1WacSgQKvPT3X72KofO97cRk27B4vBwMK0jtWMxvY66toqUTAwJWV2P0cYmjOyzyXBkkiTq57dVdsifvzOptsTMAU71IebPixOXTWtFQRUP241mUKnG4NCaNZ5Z8lWS2iFfk9TEgDlziK8fk9EzuOEs40GtxeLwcDc4MqxPlpuWurQG3kBzE5fxKXTv4pBgfNTP0GFHoF8pC/UPxtcZdX7+ETS8VA9fMd7lT+ghm4YXJbfdYVXD+JLW/24/Kaop9PrzQkzY7WbiNGqh+9sbsZSEkweks1tqHSMKhxLfvrxQVTgqslZLO40QrE7VVXZXrERgAWZZ3Nu/qVh94MIR8eYucouDVf1z8RTdczc6oIsnjp3Xo/tGbFWXrhoEasLskbhrMamcRXEi9HV7vPz/HFtpeDr07UmIC5fW2h0TFKwsZ3enb7VowXxZ01IJsVqpsHt5YMxXCM1EvRGKU/s+hXOYBr9+hP/CTVPGYsNyMa7cOsqN1bUj7sV0wO1O9lW+jZ1Hm3Vd2FGVujuvi/QQm68tjo01sbM6an0Z6Tbu3QE1kfL5dmnEGOKi/jrmo0Wzsm7BIDNJevwBaK3StS5Q/2BJsm6Ef3T6+Eb/FMA7UI+0dL7LHY9pf6t8hYSLHb8qo9yZ2FEzkMPuhakJWIxGlBVNVTiMth6+N4szDqHCyevZratiquyt5Me0zVQz4mPGdaFevdeM3pzu40V9bR6I5d94w/4KGw6BMDUTlM0PqpppM7lwW4x9SgVSo2xMDFeS2evcduCs+Kjd4P1hFOfEa+9z0V7JR609+6kmDQmxmiZVh/WjK1rvvfK63iztBaTonDf4pn97lvuLKSqpRSTwcyZOeezctJlES1NS4pJxWyw4ld9NLR33GRalN6xEj/erkkiJTHYCyQ/IYbTgqVpP5s/RQL4biSIF2F7uagKh8dHXkIs50/UAvbGdm0VPt5sw2K0hv4fwO1vxxfwYjIYQjVH+tiVU5XeKOW8SZeHts1KWxSxRimip3DrKu/deZR5/9nMnw4U0TwGUwC7q22t5JXDf0NVweFLArRu0nFmGwoKKmpoVvyJMRbE9zUfXg8WpkZgtFxfFmUtx2ZJotndyM7K8Gpzh2q2dKgXYdLr4UvatbK0zqPlurs8mN32QXUjibFaOWFxhFLquze1q22rpMlVj8lgZnLyrIi8xtm5F3N27ipm26r4dt5aHl5s5ItZO3jh/MkUXnPBsC7Uu/eamWGPZ5ItFk8gwIYIjporbT6Bx+8mzmwjM6Gjs7k+ieeS3AzMhp6X2HpdfL1Pu4aKZl18YfB9P9kc+RnxfVEUA3MzziQntgmAD6ubov6a4QqoKj/5WOvt8O3Z+Uy1x/e7//YKrUzttPQzQlOXIklRDGTEaz/rnZvbnZ5iw2xQaHB7Q40JTzWbKrVrhM/mTQiV7m6pGt4NoZOxmbQE8SJs+mz4r03PwRBMqWvsNl4OtLnMhmBDKr3uW0+pX3uK18XbrHaybHldmtkFVH/EGqWIngZqlAIQbzISY1D4tMHJze/vY+Jz7/DtLXvZU9/c53NGc1yd2+fiXwf+jMfvJiV+Fi0+BQWYlhiPQTGEsmFy4rVV7uPNkW/qNBy9NbXz+j0UNmnj8SJdD9+ZyWBmef5nAXi/5E0a22uj9sE+J9TcToJ40T99Jf6AQ7vpuLKfID4nIZbF6XZUoLBdK5+J1Lz47k3t9FT6gqQZmI2WiLwGwAUFX2Bh1nIMikpj86ucnlhBXmwtRU0HOdawjyP1n3K4bg+H6nZzsHYn+2t3sK9mO59Wf8ze6g/ZXfUBu6q2srPyfXZUbGZ7xSY+Lt/ApzVdR0gqihJKqY9kXXzHaLlZXRpwhurh8yf0+jw9pb7Bq10zRTOlXk+n1/ujjEQ6PcDcCWeG6uI/qGkYM6vJ/z5RySe1DhLMRu5e2H+z6zZvC/trPgG0pqjRkq7XxXcK4q1GY2j1+VSdF69Pd1iZlRrqDbK5anjZkidjM2nTwLsIoY3jeKdcC9j1VHqARlewqV1wvBxodxfjzDZaPA5aPU4SrclcnJOOSVE42NTC8eZWpiT2fwf0ZFfafDz0/w539GfFnsr0RilXrt/R4zE9sH/mvPmcl53KM0fK+NOBYg47WnnsYAmPHSxh2YRkvjM7nysLskKp3y8WVnLrtv1dau1z4mP4/bI5UU/3UlWVVw4/TV1bFTZLEtMnrAb2UmCLC51fgsVOi6eZrFitB8VYSqdvcntDQW3nlfiipiP4Al4SrcmhWsFoWZC5jK0lb+JwN7C9YhMflK1nRuq8iN9E6xgzJ+n0om8BNUBVSylOn5XiVj8KvdfDd3bFpCy21zr4qM7KikTtM8Uf8GE0DP2yzhsIhIIGfSVeHy03bQhd6fvT4mlmYeY5NLXXcaJJWx1dd+wfETu+fkMQ4NzMeP54oGPU3HDq+nXHG7UgvvNoucLmNvY3OjEqSmgUYHd6EF/p0t4bohnE6+n0sQbtNUZiJR4gNW4Ci9JSeKrUT6MbjjW3Ms0e+ZXswfD4A/zsY6384cfzppAR23+G3s7K9/GrPrJtk8i2TYraeU0IftZ1DuJBS6nfVd/MjlrHKZdC3uj2hBZQVmSlkGw1YzUaqGn3cNjRysykof0s1bVXRfI0xwRZiRdhefZIGSpat9zJnQJw/QMoqdNKPHRubqf9IiZZzSwP3k071bvUe/wuqlvKQn93uMZWzdjJaHVBFi9ctAhjt2u3zvWXyVYLt54+mYNXreS9S5fypclZmBSFbdWNXLdhNznPvcOPPjzAH/cXjeq4um1lb3OwbicGxchVc75FSat2Z3pGUsfvZYJZu1BMD9ZCHneOnSD+g+pGVGBqYlyXC6mO0XLDa54Vjs6r8bui2OButnSoF2Gob6vCF/BS1q7Vui9Is5Nk7b0eXndFgbbvlmonipKIL+Clwlk8rPP4tMGJ2x8gyWJmmj2eNm9L6IZzJOrhO9tRuZm/7Lo/FMB3l2CxM9FWQG7iFPISp5Jvn86kpBlMTprFlOTZTE05jWkppzMjdR6psT1XvdefeCHUa8bGfqxGA8Ut7RyKwA21Fk9zqPyhc1O714Kp9GdnJpMS03vWQqi5XZuFgBq9IL7d5w/1g7GgBS8jtRIPsDBrCVlW7YbQWEipf+xgMSecbWTGWrn99Mn97htQA6H+RIuzz43qeWWEVuK7d6hPAk7NDvXvV2nXCDPs8WTGxWA1GlkazAzaNMiSGL2Z9NGGfbx48EkAypyFJ00z6YitxLe1tVFdXU1NTQ0Wi4Xk5GQmTZoUqcOLUaSqKn/rNhte1zFerlsQb7FBK7R2GqN2ad4ENlTU81pJDbcO8CZ6MitvLkJFJd5so9XrpN3XSru3lVjzqZ2dEG0rs1LxB+Oov6yYy5TEOJZnpvbogKwoCudlp3FedhqVbS6ePFTK4weLKW118du9J/o8vt5p+bZt+7k8PzMqI1AKGw/x7omXAFg19WpyEidzaL+2ItT57nSCRbtQTLVo9XRjqSa+t1T6zs2zpkWxHl7ndDuYEJ9DgiWJFk8T0JHODFoAEYlV+e4d6nMSYgd+kjjlVAYDwiqvluXW22i57mYmJTDDHs9hRyv1gTmkKB9Q7DhKrn3KkM9Db2q3JCMJRVE41rAPFZUJ8TkRDwAXZa1gRqrWgbqypYS1R57lsunXkZWglQcM5nfQ6XaEUmQP1+9hU/FrAJybfxkzUueSYLFzbtYh3i6rZV1pDbOCGTJDdTw4Wi4zIZf44HstdJQLdh8t19m0xHhijQba/QEavPFRGzOn11LbzEasihsFQ0Q7qw/ktIzF5MZ+SpkrhQ3lZVzXKYNzpDV7vPx8p1Zu8j+LphNv7j/0OdawnyZXPTGmOOaknxHVc9OD+Ib2Wrx+T6hkpfOYuUhlj4wXG4OBeue+IOdmpbKpsoFNlfV8a3Z+2MfaUbk59H6gW3e0I+Pn3PxLWTnpsmGe8egZVhC/YcMGXnnlFd566y2OHDnS4/G4uDgWLlzI6tWr+fKXv8yECX2/sYmx6/2qBo41t5FgNnJlt7Se7uPldKGVeE9HLehl+Rnc8eEBNlXW0+zx9tl592RXElzZKEieSXHTUZyeJuraqoZ18SUGtrdBywqZZIvlxpl5YT0nKy6G/144jZ/On8K6khp+ueso2/sZ+9J5XN3K7LQ+9xsKh6uBFw7+BRWVeRPO4oxgE0R9ZalzEB8fvFizm5xAPNXtblq8PhIGuHgZCb3Nh69vr6bJVY9RMVGQ3H/H4Ejo7YN97ZFnQ/8fqQ92vUP9waYW9jc6JYgXvdJvIJ1oTQL6r4fv7IqCTB7YfZz9zgyWJ2p18eewasjn8XG3pnZHQqn0ke9RYbP2DNKzErTeMMM9lv67/WHZehZkLsNmtfPZ3HTeLqvljdJa7pg7vM9afbTc1OSOVPpmj5eNwTreS/uohwetvOu0FBvbax1UuxOjthJ/ItgHJSfOhKJAojU51KtoJMSZE1iSbuODRni/auQbGvsDKluq6qlsc7OupIY6l4cZ9nhunJk74HM/6TRWLpJ9IHoTb7YRZ06gzdtCbVsl2TYtQD09xYZJUahzeShtdZF3Cn126PXw52Z3DeLhKJurGgZ1U0O/Wfhe4Ssca9Sm33S/WTieDek3et26dSxdupQLL7yQhx9+mMOHD6Oqao8/ra2tbNmyhdtvv52CggJuvfVWGhsldXi80WfDXzU5u8sdzIAaCH0AJcd0rf+K65ZODzDNnsB0ezzegMrbZZGf2TpelDmOE1ChxjuJo21TKWxLpbotuinYglCNld4deDBMBgOfn5TJD8LMIAl3rF24fAEv/z7wGG1eJ5kJuXxu2ldCH2KHm7SLtRn2nivxiuogJZiWOxZW472BQKj79bIJHSt7erAwKWl6aMpFNOlTIq47/bbQtgsLVkdlSoSeUn+gUeriRe+qnCU4fVZK2wwoECo9G4g+au7DWvAFDJQ4jhFQA0M+j49qteuzJRlJ+AP+UPO2SKfSj4QJ8Tm4/a7gBI9AaNTc5sp6nJ6hj5pT1UBoJX5Kp3r49WV1eAMqUxPjmDFA13M9pb7KFb0gvtCprcRnBSd12mOS+9k7Oi4r0L4/x50Krd6Rm/jyYmElk55/l/Ne+5CvvLeLvx/T6s0vz5+AqZeJAZ01ttdyNPhzf0aUU+lBy/zLiNPr4jtS6mNMRuakaNfRO4LNJk8FDo+XXfXaQknnjKSlE5IxGxTKW12hXg/hsFntZCbkUtVaGtqm3yw8GZpJDyqId7vd3HDDDVx66aWUlJSwevVqfv7zn/Pss8+yefNmdu7cyaFDhzhy5Ag7d+5kw4YNPPnkk/z4xz9m8eLF/OlPf2L27Nm88cYb0fp6RIS1eH3864T2xvL1bulQTncTAdWPQTFisyZ1eUzvjt3m6dqVuaNL/ak5ak5VA7xR5mTNiQu5+UMXfz6exdOly7jk7cao11Kf6vbUaz+Lc1MHH8Trwh1XF+5+4Xrz2L8odxYRY4rjqtnfDq0OuHz+UAfizivxtuDd5RZPM5MTtau4wXzwRcve+mbafH6SLGZmJXec77FO9fAjQZ8SMTllVmg8VKvXGZUPdulQL/qjqiqVLaUUt2kXrHNTE0m2hrf6tzg9iew4K62+AKWubDx+V6hWe7CaPV4OBm80LUlPorT5GG5/O3HmBCYmFgzpmOFKsNg5N//SiKyK6cf63LSvYDZYKGw6zMflG5lmT2BKYhzegMq7FUNvJlvZUkqbtwWLMYbcxI6buvpoucvyJwy4SqjfSK52J9LmdUZlVrz+uZA+gjPiu1uRM59Ek4sACq8V7huR13yxsLLXnjUAv9l7YsDrrE8qNgMqU5PnkBLbe3PCSMtI6NmhHrqm1EfbWBm/trWqgYCq9cyZGN+RfRBnMrI4mCE02Lr4urYqWjwOjMroZyJGWthBfENDA0uXLqW4uJh3332X8vJy/v3vf/Pf//3fXHvttZxzzjnMnz+f6dOnM3XqVObPn8+5557L9ddfz/3338+mTZuor6/nv//7v7n55pt54oknovl1iQh54UQlrT4/UxPjenTL1VPpk2JSe6RpdTS26xbEB2vF1pXWjOhIrrHib4cO8lzZXJp9MV2217kZkaZop7I9DUNfidcNNK5OAXLjY1ieGV46bDh2VW0NNtlR+OKsG7uUrhxtbkUFkixmMmI7Lvz1lfgWTzNTbNqq0FgYM7c1WA9/1oSk0JhKt689NB5rWmr06+G7m2TX52z3LAmLBAniRX+aXHW4/e2h+fDhptIDGBSFy4Or8SVuLUV8qKPmdtQ5UIH8hFgmxFk7UulTTo96GrbNamflpMsicvNMP1aufQoXTbkSgHcKX6SurSo0au6NkqEvIuip9AVJM0KTAPwBlddL+h8t15m+El/tTgKiMyv+xCjMiO/ObLQwJ0n72XmjODrvr535Ayq3bttPf1eWt23b3+e1p9fvYVfVVmBkVuF1HSvxoxfEj5Xxa73Vw+v0bZurGgZ1TL155kTbpIjdLBwrwnpn9nq9XHnllXz729/m3Xff5bzzzhtSkwWbzcZ3v/tdDhw4wIYNG3jttdcGfpIYVU8FG9p9fXpuj3/z0Hi5mJ61v30F8csyk0mymKlzefio5tQqrfAHVH66vSj4t+6/P9rf+/uAEUPnCwRCQdS8YazE6+PqoK9/QVizbE7EmtpVOkt4/YjWhGXlpMuY2q3pm14PPyMpvsvvp/4h5fQ4mBJciR8LY+a2VQWb2nVKpT/ReJCAGiAlNoOU2IwRP6fZwcZFFS0ltHsjf6MjNGausUU61Ise9Hr4UpcW/IXT1K6zK4JB/O6mRAIqlDQNLYjv3NQOOubDT49CPfxIOSNrBVOSZ+MLeHn50FNcnKtdq6wrrRny7+Kx4Gi5zqn0H9c2UefyYLeYBhwNCB3ZYA5fDG1+c1RS6jtmxGs3r0eyM31nK7O1VebtdS14/Z6ovtaWqvpeV+B1nXvW9OZA7Q7afa3YrSlR6QPRlz471KcHg/haR9Q/O3yqr8t/R8umSi1A7y2IXxF8b9Rr5sNV2KiNFpyWenrEbhaOFWEF8b/73e/4wQ9+wLe+9a2IvGhsbCz/+Mc/WLdundTIj2HHm1vZXNmAAvxXL51FG9v1lfhegvjgSmCrp2sdqNlg4JJcbcVBTz87VWypqqfGpfcw72mgDxgxdEccrbj9AeJNxlB6+VDp4+omxnfNpug8ri4S2rwt/HP/n/GrPqannM6KvEt67KPXw3efm6qvxHv8LvJt2gr9WAjiQ03tMjvqM482aGmWI5VK312ufXLwIkrlSDCtP5Km2eO7dKgXorNKZwktPguVLu39ZMUgVuIBVmanYreYaPRAaXsKxY6jqEOoi+/c1K6+rZr69moMiqHLCLXxRlEUPj/jv4gxxVHuLMLi+4QYo4GyVteQMmPcvnbKmrUJJVM7fV/0rvSrcjIwD1BzDWC3mJlk01KFo9HcTlXV0Er8SM+I725VnpYhUtJm52Ddrqi+Vri9aPrab3uwod2i7BUj2gQwIzgr3ulp6nIjeW5KIkZFodblicpnhz5+rdJZwpbi1wH4oPTtURu/5vT4QlkHnZva6c6ekIJRUShytlMSnL4wkIDqp6jpMAAFSdFvmjvSwvopnTt3LpddFvkW/L/+9a85duxYxI8rIuNvwYZ2F+Wkk9tLZ8ymPjrTA8SbtaCi1dvc4w6i3rn1tVOsLn64HzBi6PSmdqen2EJp3MOxuiCLomsu4PHlWuAZbzJy4svnRyyAD6gBXjz4JA53Pckx6Vwx6waUXi4qeutMD2AxxmAyaA3tsmK0378To5hO7w+o/PN4BWWtLgzAwlTtTrg2Wk4P4kc+lV43M3U+AIfrdkf82HqHepCUetFTVUspxe3aBevpKTZS+5gv3hezwcClwTK1o63ZtPtaqR1Co9SPgs2zlmQkhcY95tunYzWN767YidZkLpn6ZQA+LHudsydov4vrhpBSX9h0OJQ1lNypXjo0Wi4//EyiznXxkQ7iG91emr3aiqpZ1c5ttFbiz8hIxqCotPhj2FC6I6qvNZyeNRXOIsqdRRgVEwszz470qfXLaooN3WTpvBofazIyJ9g7Jhop9TsqN/P4zvt4fOd9oc/hg3W7Qtu0Mr6Rs626Ab+qUmCL67Ubv81iYmGa9nuzOczV+ApnCW6/ixhT3JAmX4x1YQXxl1zScwUoEhISEli8eHFUji2GJ6CqPK3Phu9jvmdovFyvK/FaCqkv4MUb6BqUrspJx6go7Gt0UjQCzbb8AZWNFXU8f6ycjRV1o5aunmwJb3Uk0k3RRKfO9MNIpe/OaFD42vRcLAYDrT4/xa3h3RkOx8aiVzneeACTwczVc75NjKn37IFQOn23bsiKooRS6jNitMZGRc52fIGhd64eKr1T8Jff3QlAAJjzwiZeLKykqqWUFo8Ds8FKftK0ET833cy0+YA2HzgaKZ8ddfHSoV50UFWVipYSitu0IL63FNJw6Cn1R1pzUFUoHmRKfXlrO+WtLgwKLEyznxSp9J2dnrGE2WkLtQDcoKXDrysdfBCvd+vvnJ1Q5GxjX6MTgwKrcgcRxHfuUB/hWfF6Kn1mrAV/QLtxOFor8XEmI6cla59PWyvraPE0D/CMoRtOz5rtFVrAOjt9YSiTdCR1pNR3rYtfGMW6eH1Ky9fn/TC0LTkmLSpTWsLRkUrf98+q/h4Zbkp9YaNWDz8pafqIZleMlIh+RaWlpXzrW99i0qRJxMTEkJGRwRe+8AU+/vjjSL6MGAHvlddR2uoiyWIOjbHpTk+n7z5eDsBssIZWAlu7dahPibGE0mlfK45uSn33USPnvfYhk55/d1QayOXF1pNoaod+2q5Euima0Ogz4iMZxIO2yjo3VR8DE5kP2cN1e9hSok3wuGz6dUxI6P0mmqqqHHb0vhIPHSn1CcZWrEYDPlWltGVk07n76hRc3uriyvU7ePKgtuI3OXlm6P1iNGQm5GK3puANeDgR/NCPpI4xc7ISLzo4PU20eZ0UBYP4wTS16+zi3HSsRgM1bjM1HhvFjsE1EdsefO86LdmGSfGGmuNNT53b53PU5iOoO36C2hz9hmXDpSgKn5t+LfHmRLLM2te2taoRhyf8sWeqqnI8WA/fuTeJfg1z9oSUQWVRdDS3S4x4Yzt9EklOvPaeajXGjmpGxTmZ2jViqcvOvproxQOde9Z011/PmnZva+i8FmevjNr59UdPqa9p61YXn9ZRFx9p+pQWb6DjxrXL1z5q49c2Vvbd1E63IhTEh9fc7kSTVg9/MqbSQwSD+IMHDzJv3jyeeOIJnE4nEyZMQFVVXn31VZYvX84777wTqZcSI0BvaHfN1GxiTMYej3v87tAM+N7S6RVFId4crIv39rxw1bvUrx1Gl9iBDBRAjHQgX+E8waqMvsasqIAa0aZoosNwZsQP5Iy0JGD4d8qdbgfrjj7PiwefBGDJxPOYO+HMPvevaHPR4vVjVBSmJPacS6yPmWvzOimw6c3tRi6lvr9Owfq23x1wE1BHN5UetPerGcHV+EP1eyJ+fOlQL3pT6Syh1WehxqO9L60YZFM7XYLZxGcmaoHSQWdmsC4+/Iyzzk3tjjceIKAGSI2d0H+jycp3oHEPVL47pHMeaXHmBC6b/lVSLG2kmlvwqSrvlIU/aq6+vZomVz1GxcSkpOmh7WsH0ZW+Mz2Ir/HYqG8fXLftgRQG6+GzQzPiR2cVXrc0Q1u0KWtPZm/1R1F9rdUFWdw0q2fadH89a3ZXbcMX8DIhPoecTmMDR1JfK/GLgmPVdtRFr7ldSaeJFu2+1qg3IOxNq9fH9uD7UH9B/PLMFBTgqKOVyrb+FyW8fg+ljuMATE6eFalTHVMiFsTfdddd3HTTTdTU1FBfX09xcTG1tbXU19fz4x//mB/+8IcDH0SMCU1uLy8WVgE9Z8OH9gneOY4xxfWZ6qun1HdfiYeOuviNFfU4PZHvhhlOADHSneBLm48z21bFpTk90+VtJhc3TymLWE216FDn8lAR7DNwehSCeL2D7CfBmtKhanTVsr1iI56Am9zEKXxm8pX97n8o2NRuSmIcFmPPt/L4TmPmJttGflZ8OJ2CGz0WittTR7QTcF/0uvgj9XsIDKExWH+kQ73oTVVLKSXtWoA1J9lGeuzQS6muKNAy5g63ZNHiaaahPfwb5B/r9fDpSRwNpdL3XIVX26tRm4+iNh+Fqo3BL2JTaJvaPrab1c5Im8f8zLOZlqB9b14rCf9G/vGGAwDk2adiMWr/Tk6PLzQS69K8wU3WKLDFkWAy4leNlLQGIho4FTq10q50q3ZtNVqp9LqlE5IAqHLbKW0uo7ZbF/ZI0xu+fnNmLv84fwEbLl1K4TUX9Hp9paoBPgnWfi/OPndIk7ciIbQS31rR5TNiXmoiBgWq291UDBC0DlWJo2tvMoc7sjeVwvFBdSM+VSUvITbU9LE3SVZz6AbY5gFW40ubj+NXfdgsSaTGDu4m23gRdhB/8cUXU1VV1efj+/bt4/777yctreuqbHJyMr/4xS+ora0d+lmKEfXP4xW4/AFmJyewOHgXsLvG9r7Hy+n6GjMHWg3v1MQ4PIEA68sj/7Mx3FEjkeYP+KhwFgNQ2qbNlr3ttElkBNPvLp+wm/yYoY0GEv3TV+En2+KwWUwRP76e7razrmcTx3CpqsrmIq07bKwpni/N/lZoBnFfDofq4Xum0sPoj5kLt0Gj0ZhNojV54B2jLD9pKjGmONq8LaG795EiHepFbypbSkKp9IMdLdfdpXkZGBSodNtp9MaGPS8+oKqhFbAz0u2hBle91sNv/Rp8/D3tTzATD29Tx7atXxvW1zASVk35EvOStCD31aKysN+zj4dGy3XUw68vr8UTCDAlMa7Xkqb+GBQlNGquym2PaHM7/WZtiln7Okd7JX5qYjypVjM+1UiVO5E9UVyNL29tD9VL37VgGtdMncjK7LQ+MxxPNB6iob0GqzGG0/vJfIu2tLhMFAy4fG04PU2h7XEmI7OTIluy15kv4KWsuRAAq1GbkKGXyo6kzvXwA91ICXfUnF4aNzl51qjdnIm2sIP4G2+8kRUrVvDyyy/3+vjMmTP5+te/zu7du2lr095A3G43+/fv57vf/S4FBQUROWERfU+FGtr1nA2v66+pna6jQ33PIF5RlFBH3Wh0qR9rneCrWkrxBby0+tPY09CGUVG4c8E0VgbHaFS57bT7WmnzSuOrSItGU7vO5iTbsBgMNHm8g17p1ke8bCl5g+NN2krPgsyzafE4Bhzx0tGZvmcqPXTUxLd2CeJHLp0+3AaNs1N6z/YZaQbFyIzg6uOh+t0RPbZ0qBe9qWwpoSjYmX5lLyOVBiM91sry4IzyQ8GU+nAcbmqh2esjzmQkyVhHm7eFGFMcuYlTe+4858eg9CyvA7Ttc3481NMfMVZTLD9Y+HnMio8Gj4FXT+wc8Dm+gJfC4JiqqckdNdehrvR5E4YUJHSui49kEK83tks0BWfEj/JKvKIoLJ0QTKl3JfNpzUdDGoMYjn8dr0QFlk1IJt828DhZfazcvMxloQyL0WAymEmN066Je6bU6wsFkQ/iK5zF+FUf8WYb+XatuWykGy2GI5x6eJ2+z0Ar8YV6PXzyyVkPD4MI4q+66iree+89HnnkEW688UZaW7teDP7qV7/ilVdeYdGiRdhsNoxGI3FxccydO5dnnnmGhx56KOInLyLvYKOTj2qaMCoKX502sc/99CA+qZd6eF1cP+n00FFD9nppNYEIp5gOZ9RINJQ2ayt7RW6tLueCiWlkxFo5I5jpUOPVUvHq2vrOdhFDE62mdrrhNLfTR7xsKHoltG1b2dthjXjpa7ycLiHYk6LF28zkYM38SK7ED9QpGFQSTW2sntJ7I6LRoNfFH67bHfG0d+lQLzpr87ZQ1dZCtTtYDx+BhqZ6E9pDLZkUN4XXcE5PpV+UZudEk7YKPzV5DkZDz2BdyTofFq/p/UCL12iPjwMzUmexMPjtfmzftgFvnpc4juELeEmw2EO1ywFV5fUh1sPr9B4tkexQ7w+oFAfT6WOV0Z0R35leF1/pSqPZ3UjRICcohOv/jmup+tdMyR5wX4erITSJYXH2uVE5n8HonFLf2aIodqjXU+nz7FNJCo5NbBrhlfh2nz/UlyOcIF6/Wbm/0Umdq/cylHZvKxXOEgAmn6RN7WCQNfE5OTm88847zJw5kzPPPLNL1/nTTjuNPXv2cMMNN5CTk4PZbCYzM5Nrr72WnTt3yii5ceKpw9oq/GdzM8iMi+lzv9CM+F460+v0xnZtvazEAyzPSiHRbKKm3RP6BY6U05JtGPu5Md7fqJFoKG0+AcAnjUkAfDn4AbM4eIe1ol37rwTxkRftlXgY+ofsoqwVXDL1GgCMipY+f9n068Ia8XLYod1IndFXEB9Mp2/xNIdW4k80t41YTXY4nYI/n3WM/KTRaSTUmynJszEZzDS66nqshgyXPu9XVuIFaE3tStpSAIWZSQlMiMANZT2IL2lPpaK1JazV3c5N7Y7Wa9MixkKPimj76nTta9zfnMi6o8/3u68+Wm5q8uzQivvHNU3Uujwkmk2ckzm0ILnrSnxkAqeKNheeQACTomBUtZsMo51OD7A0IwmAKo92zbi35sOIv8bx5lY+rm3CoMCXJg8cxH9SuRkVlYKkGaTF9T6FaSSNxpg5valdnn0qyTHa9fBIr8R/WNOIJxAgO84aulbpT3qsNTTxpa958UVNhwGVtLgsbNakCJ7t2DLoxnaKovCjH/2I5557jptuuomf//znBIKzh/Pz83niiScoLi7G5XJRXl7OM888w7Rpozf/V4TPFwjw7FHtzeP6Gf2nuHaMl+snnX6AlXizwcCqXO0N/bWSyDXEUVWVb2zeiz8Yq3SP5fsbNRINqqpS6jhOtdtGYQuYDUporu/CNDsKUOcx0+qzSBAfYd5AgAPBlc9odKbXndGpg+xg2Kx2DgdTt2emLQAgKyFvwBEvrV4fJS3aaktfK/H6c1s8zUxK0G7INXt91LvDH6s0XKsLsvjXhQt7/A6mWVWuyv6Ey/PTMfSVnjsKLEZraAb0obrdET327FBzOwnihZ5Kr31+DnW0XHeTbHHMT01EReFI64SwUur1lfjTkkxUt5ahoDA1pZ/sGFMv7zdmO1iShnbSo+TSfK3JWVl7Mp9U7WFfzfY+9+2oh++ZSr8qN73XxqLhOD3FhgK0+GMoaW4c0jG601Pp822xOD3aMcfCSvzijCQUoNplpMVn4UDtzoh3Qf+/Y9oK9gXZaQPeFPMFvOyqfB+AM0ZprFx3fa3Ezw82t6tscw/YkX0wAmqAkmD/lzz7NJKC1/ORuqEUrk3B5pArs1PDLksZKKW+Y7TcjAic4dg15O708+bN46OPPqKuro7ly5dTWFgYyfMSo+Ctslqq2t2kxVj4XF7f6WGqqtLoCja26yedvr/Gdjo9DW1tBOfF/35fIa8UV2MxGPj1kplMjO+aUZBgNvY5aiQaHO4GnJ4m9ju1u6yX5GaQZNXmtyZazKGV1ApXEvVjvLvveHOoqQVPIIDNbCK/n46nw9V5lutgVrqrWko50XgQBYXTM8LPVjoSXIVPi7H0OZtY//0LqH7AHfo9GMm6eIAFaXZUtJtXz543nw2XLuXeOXuYbasakyt+M9LmAZGvi5cO9aKzqgg2tetMv0F80DlwSr3L5w9lKiUbywDITZxCnLmfJm2u4I1msx3iJ2n/P+O7KP1k5Y1Fk2xxzEpKIICB461pvH70HzjdTT32a3Y3BoMqpcuYKn3hIZxUerX5COqOn6A2d/33iDebyEvQbmLub2wf+hfTyYlgyVRevIWA6kdBGfF5372xW8yhG5mN/jw8fheHIzzO8/lgKv2Xw0ilP1i3i1avE5sliZnB9/zRNiG4El/bVtllQkq82RS6WR/J5nY1reW4/e1YjFYyE3JI0lfiI9ifIRwdTe3Cv5l5bmhefO/nWtioBfEn62g53bBGzFmtVh5++GHuvvtuLr74Yp5++ulInZcYBXoq/VenTuz3znKrtxlfwIuC0u8d3nCC+EtytY66exucoZXF4fi4ppEff6R1pPzdWbP50fypFF1zARsuXcoPTtOaK8YZjXx+iDVsQ1HafBxVhYMt2uzS7rVaZwQDwAqXXVbiI2xv8AJ1booNQxS7kw61ud0HpesBmJ2+iGzbJM7NvzSUBt+fQ6HO9L03tQMwGkzEmrTHWzyOjjFzI1gXDx3lDKenJPLVaTksSjVR01oKKExNnt3/k0fB9JS5KChUtZRG9GKmc4f6/iZniFPD8aYKqoL18OcOs6ldZ/qoueNt6Rxp6H/Kwu76ZrwBlfQYC852bbV5wBtrtcEyyrQlYA/WmracGNY5j5bPBsfClXsm4/K18eqRZ3vcYNNHy0205YdubhQ729jb4MSgaNcwA6p8Bxr3QOW7PR46PZgWfMQZmUZv+kq8PiPeZk0aM9lOekp9G9rq6N7qyKXUf9rQzP5GJxaDIawFmk/KNwGwKGv5mPn+JMWkYTKY8QW8oQlQumjUxev18LmJUzAoxtBKfJu3BY9/ZD6jXD4/H9RoGSODCeL1DvV76ptpdHfN6Gh2N1LfXo2CwqSk6ZE72TEoInPiV61axbZt23j55Ze58soraWpqisRhxQjwB1Q2VtTx+MFiXi4Kzoafkdvvc/RU+kRrSr9jsPR0+javs89OpKkxFpZN0H4ZXxvmanyj28PV7+7EG1C5siCLm2fnA1pt7srsNB44cxZpMRaqXR7eLB25kYeljuNUuOzUuq3EmYw97twvDn6wlbuSaGyvwx/wjdi5nexGoh4ehtbczuFqYF+tlsK5LPcibFY7KyddFtaqyeEBmtrpequLH8nmdtDp3yBYzqCPsJpoyw/Nsh9L4i028uxaZ+7DdZFbKbIYDUwPThKQlPpTm9vXzp7GAKAwLTGWrH76zwzWack2Cmwx+FUj2+uVfidc6Kn0Z6QnUhRMP+1tPnwX9XoQfybYg6mqzYeHe9qjQg/Aj7VmoGDiWMM+dlZu6bJPb6n0rwUb2i2bkNJnJpTaXo3afBS1+ShUaQEjVZtC29Rg1t3CNO36p7TNGpH0cj2IHysz4jvTO9SXBHsAHWs4QIunOSLH1lPpL8lND2U69qW6pYyS5mMYFAMLs86JyOtHgkExkB6n3YDo0aG+U7ZfpHSuhweIMcUSY9KuExrbR2Y1/uPaJtz+ABNirUzvZ1Giu6y4GKbZ41GBrVVdS1FOBFfhs235oa/nZBWRIB4gLS2Nl156ic985jMsXbqU9957L1KHFlHyYmElk55/l/Ne+5BvbfkUv6qlvA6UbtsxXq7/u2b6XeuAGsDl63uV/dLg3fDh1MWrqsoNm/ZQ5Gxnsi2Ov5w7t0dtjcVo4Lpgx30962AklDWfYF8wlf6yvAnEm7ve+NBX4ivdSagEaGgfuRsMJ7s9DVqwFO0gHgZ/p/yj8vcIqAEm2aeTbZs0qNc61KT9jg4cxAc71HscTAl1qB/ZdPqOGynaTY5jwSB+WsrYS6XXzQx2qY90Sr0+71c61J/aqlpKQ6n052VHNg1dURRWF2jZXgedmRQ7+k6p15vaTUvw4Fd9JMWkhoKI3qitZdBWDooJUhdAoh7EH4nayLBoOiczmQSzkVqXj9zUzwPw1vEXQqugATXA8eCs6d5Hy/WzCr/1a/Dx97Q/3uBngrepY9vWrwGwKD04ZtYVmTFzeqZVskW75koa4DptJOkr8bvr28hMmIRKoN9eBOFSVbWjK/3UjqlKfZUxbK/QbqrMTFsw5pqe6Sn11T3GzCUBsKOuKSKvo6oqxaHO9B19yzpS6kemLl5Ph1+ZFX49vO7cPubFFwZ/ZwtO4q70ukEF8du2beOzn/0sGRkZ2Gw2Vq5c2SNYv+mmm1i7di0/+9nPuP322/F4Itu4QkTGi4WVXLl+R4+0Tm9A5cr1O3ixsLLP53aMl+v/4sNkMGM1anXI4dTFv1dRT6t3aKvQD+8r5OUirQ7+XxcuxG7p/U7sDcEsg1eLq6ltj/6MeI/fRYWzjH1O7aLqy1N71mrNT7NjVBScvhiavTHUtUtKfaTsCaXTj60g3uVrZ0dwxees3M8M+rUOOYLp9GEH8aO4Et9pxJ8/4AtdFE9LPW3Ix+zr4ixSZqTOB6C46eiA46cGQzrUCwg2tdPr4SOYSq/Tu9QfaZ3A8ca+m9vpK/EpZi1gmJZyev8X0nXBVfjk01BM8RCfDwYr+Fq14H6csRqNXDhRSyEucxeQb5+GN+Dm5UN/I6AGqHAW4fK1YTXGMjFxEgAtXh8bgo24Lu2vLG/Oj6GvNG3FqD2O9vkPUOdJoKZt+IGTvhJvN2nvMYljaCV+VpINm9lEq89PfJzWAyYSKfUf1zZxwtlGvMkYWhQCei1jcPna2Vv9EQCLx0hDu87S9br4XprbKUBFm5uqCDS3a3TV0eJxYFCMTOy0iJAcam43MivxoXr47MH/nOpjOTsH8aqqhpranez18DCIIP6f//wny5cvZ/369ZjNZhITE3n//fe5+OKLewTy06ZNY+vWrcTFxbF06VL2798f8RMXQ+cPqNy6bT/9tVa6bdt+/IHe92gK3qXurzO9rqNDfd8pU7OSEiiwxeH2B3infPAfYttrmvhRsA7+waWzQncse3NaSiKL0+34VJW/H43+RUd5czEl7Uk4fbEkmk2syul54yPOZAxd3Fe47NS3SXO7SKhuc1Pd7kZB6wIcbaE75WE0t9tZuQWP30VaXBbT+usE3YuAqnIklE7ff/pZ53T6yfqYuUHU7A9Xk9tLUXBm8bzUREocx/D4XcSbE8lKyBv6gfupMY2E5Ng0JsTnoBIIjd2KhDkp+kq8BPGnsuNNZVS5td/NSDa1052VkUyq1YA7YOadst5vCje4PBwNNsg0eLWf8RmpAzT4quuUSg8oBiPYpmjbxnlK/RtltVw+4+tYjFZKmo/xYdk77K/ZAWjpxnrd9PqyWjyBAJODjfH6omSdD4vX9P7g4jXa42ijbuONAQIY2F03vCw8l89PRZu2OBGraMHRWBgvpzMaFJYEV+MbfXkYFAOVLSU9AtbBej6YSv/5/AnE+er7LWM4VPYW3oCb9Lgs8u1jb3KWvhJf09b1e5LQqbndzgjUxeup9BNtkzAbO0pCRrJDvccfYFvV4Jva6fQboDvrmnF6tAXAurYqWjwOTAYzufYpkTvZMSrsIP6ee+7hwQcfpLm5mfLycsrLy3E4HPzsZz/j3nvv7bG/0Wjkl7/8JY888ghf+tKX+P3vfx/RExdDt6Wqvt/GSipQ2upiS1Xvd+Iag3fo+utMrwunuZ2iKFyWr32QDrZLfZPby1Xv7sAbUPliQSbfnTNpwOdcH1yN/+vh0qh3iS5tPhZahb+iIJMYU+935vURZeWupJOmuZ3T7WBj0dp+azKjaW9wBXiqPb5HCUM0nBZmczt/wMeHZVrwuSznIhRlcFVNpS3ttPsDmA0KBbb+6706gviOdPryVhftPv+gXnOo9H+DvIRYkq0WjjQE51CnzBn01x1ujWmkRCOlXk+nlw71p7at1Y2oKOTHm5gYH/mpGUaDEspw+7De0ms2ySfBQKAgwUIgUI/ZYCU/qe+gRvW1QlPwhlYwiAc66uL7Sdsfy/Qg/qOaRgJKIhdPuQqA9wpfYX/tJwBkJnT0CVpbrNXDX5Y/YdDpv71RFIXJNu29QM8cG6qiYHNgm9lEwK8FYWOpJh60G0wAO+vbmJqiZWPtCa6MD4U/oPLPzqn0A5QxzDv2ZwDOyD43Iv9+kaaPmatvq8EX6DoONpLz4jtS6ad22T6SHeq31zbR7g+QHmPp94ZYX/ISYplki8Wvqmyr1m4GnGjSFvTyEqdiMvTfG+FkEPZVVGtrK7fddhuxsR0fOPHx8dxzzz2UlZX1+byzzz6bDz/8kJ07dw7vTEXEVLaFl0be136h8XKDWYkfICX10uBIu9dLagiEeXHbvQ7+yXPnhfWmfM2UicQYDexrdEa002dvihwn2K+n0vcz9mRxMIivOImC+BaPg03Fr9HiGZ0gvntDtWgLt7ndvtpPcHqaiDcncvqEJYN+Hb0z/dTEeEyG/t/CO6fTp1rNJAZvZhSO0Gp8938DvR5+6lBGy4VZYxopehB/rGF/xOYZ6x3qndKh/pTl9XvY26D93q4YQgppuL40OQeAwy0TKGrqmVL/UbAj9JQE7Wd7Ssqs/i9663eC6oe4iShxnT7LEsd3c7vchFhOS7YRUOHtsloWZJ7NtJTT8as+nJ4mbZ/EyYCWBfV6afij5ejRC0gBSzJYkrpsnWnXVkIPNA3vPaEwWCpVYIul2R1ciR9jQfzSCUkAfFjTxNwJSwH4tOajIfdU2FxVT1W7m2SrmYtz0vstY1BReN2QgtlgZV7wtceaBIudGFMcKoEe14KRbG6nr8R3z0YIrcS7ox/E62nwK7JShnxDpSOlXvt510fLFSSf/PXwMIggPjMzk3vvvZeKigpUVcXr9XLixAl++MMfMnny5H6fm5iYKOPnxpCsOOuQ9/MFvDQHZ6mGE8THmQdOpwctlcZmNlHV7g77DeqR/UW8VFQ1YB18d0lWM6uDY3j+GsUGd6oaYHNlE21+K8kWIxdM7Pv7dUZ6cMycO4m6tmpZpYuAkepM39lAdfGqqobGyp058bwh3Sk+7AivqR10bWynKMqI18V3/jcoc5wIXpQoTBnKaLkwa0wjZUJ8DnZrKr6AlxPBOv7h6tyhXlLqT03VreUUtWuB1UUTBx6FNVQXTEwj1qji9MXydknPUXN6U7tUs7aKOT1lgK70dcHV0s6r8NARxDtPoHZbORwv9FFz60pqaPE0s2TieViNHRMDnB4Hlc4S3ig6TE27h0SzieWZYQTH+vcseQHa5baqpdLHdC2rmxssszk+zLcEPQMsPyGGdp/2OTGW0ukBzgyuxB9qaiEjYRZWYyzN7sZebzSFQ0+l/2JBJhajod8yBgWViwMNXGsKYHGPTOO2wVIUpZ/mdpFZiW/xOGhorwGUHinn+kq8PoUqmvTAe+UQUul1ejnS5sp6AqqfoiYtI+hUaGoHgwjif/7zn/OLX/yC3NxcTCYTMTExTJs2jUcffZR77rknmucoImx5Zio58TH0dd9LQavTWp7Z8xfL4WoAVMwGayhA70846fSgXdxeHKwXXxtGl/rtNU388ENtfutAdfC9uX66lh73j2PlUUstrmurYkej9j28anI25n5WTU9PsWExKLT7LVS1qwN+v8Yqp1u72Kl0lnCsQeuFcaLxYGjbSKbW6w3V5o5APbxuoCD+RONBqlvLMBusnJF97pBe41CY4+Wga0080FEXP0Id6jua2tk4WLcL0FJTY0yDTyEOt8Y0UhRFYWaaViN8KHjukTAnuSOlXgzfaJftDNbxpmIqXNrv5crsgW+ED5XVaGRFphaIvlXe9XujqmqoqV2CogX4/TWaVNUA1AW7iHcP4mMzwZwIqhdaCiNz8iPss8GU+jfLatlesZnnPn0Yd6c52WuPPMvjO+/jf3esA+Di3HQsxv4vn1W/Gyrf1v6S/wWIDTZcc9X02HdxhvZzUNJmHdYNfD3DamKcdm5WY8yQ3mujKS3GwtTg59DOuhZmpy8CYG/N4BvcefwBXgg2Yb5mysR+9tSudqsxYwLyWo/BBzeh7vk5atOBQb9utKUHU+q7j5lbkGpHAcpaXdQMozGzPh9+QvzEHiPY9CDe7W+n3Ru96wRvIMBWvR5+GM099ed+XNvE8cYi3P52YkxxZNmG0XNnHAk7iL/kkkt47733OP/880lISCAhIYHPfOYzbNq0iXPOGTtzFsXAjAaF3y/rvZmWHtivWTYHo6FnmB9KpY9NCyv9JTQr3jNwUHppsC5+oHnxnevgV08Krw6++4Xe+RPTyEuIxeHx8XJRdNLXjzce52CLttJyzdScfve1Go3MDa4YV7iTqB+nKfU7Kjfz+M77eHznfbxX9DIA7xS+GNq2o3LziJyHxx/gYDBIGtGV+ODNpJ11vTe321amXdQtyDqbWHP4M1E7G1wQr33t7b5WfAFvpzFz0V+J9wUC7Os04q+kWQsW8hKj0GymZlvkj0lHSv3h+r0E1Mjc7JudJB3qI2m0y3YGa0N5JSoGMmNVchOiG2BdNSUfgE8a4ruMeS1paaem3YNRgUxrM9m2SaEbfr1qPqKVsBjjIKnrtYOiKJA4XfuLY3ym1C/LTCbRbKLO5UExL+CmhXdx08K7uHTatQBcNv06blp4F/UBLVvhsrwwUulrtoDXCTEZkHoGxAZLEHrp4r8kIxuFAG1+M8XOob8v6On0GTHBGfFjbBVetzS4Gv9BdWMorf1A7c5Bly29XVZLo9tLZqy1a2M0S1JH1lbm+WCbhtsYxz+M6ayzL4K0pYAKtdvgk9tRt9+OWvPBmBmTOKGPDvU2iyk0S304KfV91cMDWIwdC3TRrIvfUeug1ecnxWoO3dgeism2OLLjrHgDKq8Xaan0k5KmYxhkz53xalBf5YoVK1i/fj0OhwOHw8Ebb7zB0qVjs65E9G91QRaf6aVTek58DC9ctIjVBb2n+YWa2oWRSg/hr8SDdjdcAXbVN1PW0vtc+c518AWDqIPvfqFnUBSun64F1tFKqV9bXIo7YCbVqnJOGKl3Z6QlAVDePn7r4hdlrQhdAKXFaSULcWZbaNuirBUjch4Hm1rwqSpJFjN5Ub5Q7kxvbtfo9vaoO69qKeVE40EUFM7KuWDIr3G4SR8vN/BNgFhTfKircqvHOaLp9Ecdrbj8AeJMBqxUU+Es0s7JnDD0zAxLEqGPrZzPd9SWFj2PGoVO9Xn2qcSa4mn3tVLi6JmSPBTSoT6ymt1abfdYuQAfyIc12mfbWen9N6WMhC9OLsCoBKjzJLCxtKMkRF+Fz4/zYDYEmJ4yQI8KPS08dRGKoZcmoeO8Lt5sMHBRjnZNs7m6jSxbHlm2PLKDo7eyEvLwKukcaHJhUOCS/ubD68q0VXsmXoKiGCEuuFLcres4QFKMjXSr9p78QfXQO7Xr6fTJFi2LYKzVw+uWTtCC+A9rmsizTyEpJhWP38Xh+j2DOs7zx7UbIldNyeq26KRo/RsApn2TwBm/48/WyTgNZvLzv4Ay/3/grMch+2JQzOA4AHvv1Vbny99EDYzuaOyMPtLpITIp9X3Vw+uSR2BWfOd6eMMwGgwqihK6gbOpUjvfUyWVHsII4lVVZd26dVF58ebmZj755JOoHFv0r8XrY1u1dvHz26Wz+Mf5C9hw6VIKr7mgzwAeoDE4Xi4p7CBeWwkMJ4hPj7WG3txfL+mZcgbwh2AdvNmg8K8LF5JkHbim2ON3sa9me4/tXw92qX+3vI6iKDT6eqtcqw+8LDex16yG7hZ3qYsfn0G8zWoPXQC5fdqFRJvXSbzFRpYtD5u1n9WeCArNh0+1jWgH2s7N7T7pdqdcr4Wfnb4o7N+f7po93tAIoRn2gVfiFUXp0txusm3kxsztDv4bpJjqeGr3r0Mr2ZuK1w49M8NiB3045qSr4Jx/wMRLtL/vfxC1OrKZHgbFyPRUbfXtUN3uiByzczq99L4Yms5lO+8WvgzAB2XvjErZzmD4A34OOLTPrAtzolcPr7NbzMxL0lZl/32iJLRdr4dPM2tZb/rPeJ9qu46W6/lCwZX45vHZoR46utSv6+PaQ88QPCsjmbQYS6/76FTnCS0wVIyQ/RltYyiI7xmYKYpCXpwWOO6oHXrgFJoRbxx7M+I7WxocM/dRTRMqCqdnaD9Xg5kZ3+bz80qR9m/SI5W+Lngc+2wUazKHG/bg8DqJN9uYlbYAACU+D2X2D+Ccv0H+VWCKh7YyOLgG3v8aauH/oXa6blWbj6Du+AnqCPyM6x3qm92NXTJoABYFF3uGOmbO5WunukVrRp7XRxCfNAKz4vUgfiij5f4/e+cdJ1lZZv/vrRy6OucwOTEzDMMMA0OYISMCrsqCAVRUFCPmsIrssmb35yrq6qKuYCKIiqgYyDkNTGCAyaGnezqnqq7urlzv74/33luhK4ee1Ofz6U91xXu7q+re93nOec5JhvYar8iS5oTIh9eQtYhXFIXNmzfzwgv5z6tkQjAY5NOf/jTLlp04HZOjCXft68EbCrO4ysmnT17AOxe1cV5rfdZiU+vM5RIvB+C0yEJjMgc5PcRkaqnm4l8ecvNZfQ5+uR7Llg7aQu/RA/frMua+iS59oVdnCXFBax0C+NWe9AkLhWBoysN2jyxY37sstyxS7e/p81cxdIxnxUdFJEHe2umeWYZmpp3p45FqLt7jH+W1IdlIOqvj4oJfe7dbzqg12605NbAgdczcQe9UzikQhUJ7Dy5oX6TLUiEmTS1ImTHZDQgwVYC1DsVggGU3SkaFKLz2HcTg86X7I4iX1G8rSdG9qHLWob5YaGM7t23+BpuGA7w63spfDx3gts0zO7aTLzo93RxW5+HfOGfujGzzsg7ZGH+sP8YuvqgW8a22YVyW6oQItWQI/zBM7AcUqD8t9YM0Jn6yW0bRHYPQiviXhtwMqfPGFZYqzp17BRWWKh7oysOVvkclvhrORLGqRYrm6O+bXsQDLHLJtdf20cK8MsYCQTxqVrbDcPRlxMdjVV0lNqOMY93jmdQl9ftGd+j+LdnwwKEBJsMR5rscnKE2BXRo41UNZwLwUq+MJF3Tcg7GJCWJYq1DWfx+OOfXsPiDYK2H4Bjs/yU88x7Enp8h/EPQ9wiMvQJlUHwlw2ZyUGmV39vkufg19XJNUygT3+3Zj0BQY2tIS6ro5nZlYuLD0SjP9MuKuxhTOw0bVXO7bl81dlMNdfYcvqPHCXKS0//bv/0bt9xyC//4xz9KstGhoSHe8pa3cO2111JRkX824CyKgxCC23YcAuBDJ83JS8qifalrbNOl+Kmgyel94cmcZkq1ufhHe4aZijOccwdCvO2RLfoc/MdzmIPXFnqbeh/Xb9MMarSF3vtVNv6Xe7pLWtTcuWcHIWGizhJgY0tujMvymgpsRoVA1MzOMXfJ9uVIwOMfQxD7f2qOoTMFLZ981QzOw2tIVcS/2PMYURFlXtUSXaJZCHblIaXXoDPxoXE6KmyYFIVAJEpPmQtIzdTuzOa2BBf+loo5ulojb2WGZpxVMV9XWCiKAU76hJx9FBF49RuI4enKm0KxsGY5JoMZt3+Egcnim32zDvXFY23LRtobPs7Put/Kr7rP4o99a/lV91nc1vUvtDd8fMbGdvLFg92dCAzUWULMryzMEyNfXLtkKSDonHRwYNxDOBrVj01tNjeL61ZmVisNqyx81VKUpGg0DYqlGmxNgIDxwlzGjzRanTZOqatEAA8elopDl7WK8+a9CYPByWO9kjm8Iss8vAj7oO8xeaX98tgdOhPfl3L0Y3mNNCHc5S7M4f+AOiLVbLfiDx+d8XIazAaDTlq8MDBGnaOJNtc8BNGUqslU0KT071jYmvD5FeFJGNsOwGTVSv625y463btRUDIeFxSTE2Xuv8LZd8CKz4FzHkR80HUfPHMdHFbrn/4nEON75Y+vfGRLo0Mzt0scrzhVXV90TfgY9ucv+49J6afPw2soNxO/dXgcbyhMtcXMySUgWpZVV1BtEYSFkbBpxYyqL480cirizWYzv/rVr7jpppt461vfyqZNmwra2OjoKP/93//N6tWrufbaa7nggtK6Cc8iN7w05GbryDhWo4H3LknfgU+GEEKX02szM9lgN1eg2eVNZcmKBzlTPLfCjj8S5dGeYX271z/5Cge9U3nNwWvz2a0V8/TbTqo/NYEFvHJ+C1UWE51eH0/0lu6A9YeD8v90XlM05wOKyWDgFFWKvXtcxvkdq9AMEDXMJBMvhDiyTHySuZ0/7GNz39MAnNlxSVGvvduTu6mdBr2ID3gwGQzMc0mPgP1ldqiPj5fzqJnFRWOiU15WJLKYimKE5Z+Fxg0gwrD9a4jR0jjKm40WPRKv1JL62SK+MDzcO8UHnzlEvy+ccPugP8oHnznEw70zE6GYLzQJ6al1M7fIXFrTwjyH/Jz9ZvdOdoxNMBWOYDWEqbNMFB4tl4wqbS7+2JXUX5ZGUv9wzzCBSJT5LgfLa7IceweegMiULNprTondbmsCxQDRAKTI4F5dK4uzw1MUlJijSennVzrUFKGjt4iHmKT+hUHJyGqZ8blI6t2BEH/vkmuMdy5qTbxz+CV5DnB04DU5eblPsvBL607JSZmgGMwoLRfB+v+NuzUq0xdAGjxuulH+PHtd1tcrFNpcfDITX2Uxs1g3t3Pn/bpduqldeoVotT4TX54iXjsObmiuzWnUNBsURWGBUzYmewOZUgqOP+RsbNfU1MSTTz6J2Wxm/fr1tLa2ct111/Hd736Xv/71r7z00kvs3LmTzs5Odu3axZYtW3jwwQe57bbb+MxnPsPZZ59NS0sLt956K7///e+59tprs290FmXBbTvkbNzbFrRQl2W2Kx7+8JQeu5LrTK9BMeAw5y6pVxSFK1TTmJ/tOMTd+3r45HOvc1+ec/AQm88ORGIzRT3eTpor2nUW0G4y8o6F8iRQKoM7TzDEi6oK6er5ORjgxOGMRnmSOeyvUnM8j01oio05lYtQMDDmH9YXFuVGvy/AkD+IQYGVMxgvpyHZ3G5L39MEI34aHC0srk2dCpEr8nGm11BhVuX0IS1mTi4ADpTR3G7IF6BvKoCCjE/Uivi5VYszu2Bnw4RUEFExf9pdisEIK78onYejQdh2C2LstcK3FYdl6hxlvsZL6aA51M/GzOWPSFTwyedeJ7VuSi4IP/Xc60SiR5/fwJYRWZxtUL1fZgKKorChSf5f/npoSDe1a7WNYTGaM86PikgARrfJK/WnZ96QJqk/Rh3qIZYX/+DhoYTPjzYP/6a5jRmb8kIIOPyAvNJ2mVQJqVAMJrCrqrwUc/ELq+pwGAMIFD3VIx8c9Mp1zvwKu272eLTK6SHmUP+COtqxsnEdBsVA30QXQ5N9GZ/7p85+gtEoy2sqWJnsbD6kjlM1nEkoGothyzfSVVEUWPGFmMt9Gojnb0Ds/l/E0IuIcOnOqY3O1Ew8ZI+yTYdwNESPajCbypleQ43OxA+XxbdFn4dvLc3n0xeapMksVXI7PLnXNMcDUtiMpofL5eLee+/lT3/6EzfffDO/+c1vcmIZhRA4nU4+9alP8YUvfIG6uuJnIGZRGMYCQe5RZUgfPim/mTyNXa2wVGE2pv6iiPE9sPcXsPh6FDV2xml2MRXy5px9XqMW6Q90D/JAd6yQfffi9qxz8NP2R4gEFnA8MEanew/za2JeDO9f2sFPd3bxx4N9/Di4kipLbk2CdLjvQC9hYaDe4uWCjrV5PXed+vf1+qsZnhrQu7HHGsZ8sohvqmgnIsL0eDvp9OzhFFv50yw0BnhJVQV2U+YTcDlgMRo4udbF5mEPLw2O0TMkZ+jObL84YVFXCHapM/G5mNppiBnbyRP+TDjUa+/BwkoHFWaT3sA5pfnM4swNdTn9vJR3KwYTYtWX4ZWvwsjLsO1mxJpvoVQV572ypO5kFBT6J7px+4cLNibUMOtQXzie7h/J6CUggO5JP0/3j5Q1hz1feINBDk5IyfRMzcNruHJeC785OMHWUfj5TtnEb7W6mV+9NO25HJCy5GhAzglXLMi8ES1m7hh1qAfJDldbzIwGQmwacnNmUw1RIXhAZeazRsuN7wHvfjCYoSWF94m9VRbwUz1Quzrhrhp7A83W7RyYauCV0XHWJc95Z4HWlG13GokEwigouNKMPxwNOFNtZL06Os5EKEyFuYJFtSvZM7Kdl3ufwG6uYG3LxpTni7v3yTXsOxe2JdQggaAX09CLGIDN4RDb9v8BkAk5dpODPm8XFZaqnM9BSssFCGeHZN2T4ZwrPVomu+RP959BMSKqlkHtGqg9FSqXyuZyElKtk5MRz8QLIRL+zrX1VdyzvzfvmLme8U4iIozTXEmtPT3BpDV/QtEgU6EJPSq6FIhEBU+r+fClmIcHqfSca5drzk1DXkLRKGbDbMRcWrz1rW/ltdde4+9//zvXXXcdHR0dCCGm/djtdt74xjfywx/+kIMHD/Kd73xntoA/wvj1nsP4IlFOrnXpB9FcoRVmGePlUph/aAeAXIr4+w728Y2t+1Led8fubu47mLlDmwwtHxugySlHB5JNj9Y1VLOixoU/EuWefYXHu2j49V5ZaJxaNaTHrOWKeHO7/on8/tajCVrDp9bewNxqeZKaKUm97kx/BFh4DaepSQP/7NqNN+imwlLJyU1ZmKwsiEQFez2yiC9ITh+MFdZQ5iJ+NCalB/BozFAR8k4R8kJAlbikKeIBFIMFVt0spawRH2y9CVHknK7DXKHH8ewaLp6Nn3WoLxx9U4HsD8rjcTOFh7o7iWCgyuRjTWPuY2xQvDO2O9KEgShRFJ2J3+KZw+FgFhdnXUp/enbCxrUIMEBgGJFCLn4swGQwcIkaNadJ6l8ecjPgC+Aym9iYreg4/Dd52bgRxZJilCtDzFyVrZYmqzxubh0ey3vfNTl9o02qPVzWaowpCsijBa1OGx1OG1Eh/8cQk9TvGNqSEAkMEImGGfMN83L/Dn3UstHwMne9+j/878tf5TvPfpp7n/0YhqgfL0b+NrBZZ52nQl5+vvVbRZpeKomXKz4H5/4OTv4KtF0mVRYiAu7X4cBv4OXPwJNXI175T0T3XxCTh2PH+hxM8uodzSgo+MKT08z+Co2Zi5+Hz/R9NhnMegOo1DFz20fH8QTDVJpNrK4rTVrRAfcuGq1eKkyCyXCkYOf+YxF5MfHJuPTSS7n00ksBGBsbo6enh/HxcSoqKmhqaqKhoQHDCdINORYghOA2tQv/keVz8zZ/iJnaJRbxwjcAqlSX/if1S9FyEQANioFOssvpM8skJT713Ou8eW5zznM0GgNYYankLcuu46ebv87O4W1MBsdxqidZRVF4/9IOPvvCDm7f3c2HlhfOkgz7gzzdLyWyb2iz5P0/XlLlxGGEqYiR7SPDXDBdNXxMIOad0ECdvZnnuh+aMXO77UkF5JGAJnd7fmCQea1wetsFCeZuhaBzYopgNIrNaGBOhT3n58Xc6bUiXsrp93vLNxO/bVhua3VdlVTDqN/D6hy9NFJCk9LbGlFMmU3BFKMVsfo/YetNclG19SbE2u+gpJDh54ql9avp9Oxh9/A21rdfWPDrACyuSnSo78jj/TzR0eKw5vS4+zv7uWxOY9HKqlLhoW4p9zypKpB/cRW/6E/D3KXDfQf7eP9T+xEknot8UQv/ttnPotq+lLGyQoiYqV02KT2gmOyIijnSt8KzBxrPzGs/jxa8saORew/08Y/uQb62bqnOwr+hvQGLMf16VoS8MKCuf+IN7eKhOdSnkNPbTU7a7VMwBlsKKOK12NBai58Jju55eA3rm2roPtDHC4NuzmutZ2ndKqxGuz769dCBPxKK+PEERpkIegHBprF5RDmZVtsYfZ5nEl5vqZD/g0PmGjoqF2FQDBzy7OXyxdfQ5pLH/rzHuSzVYKkBawO0vQF6HoTAEFiqUcwuaDpH/gBiqg9Gt8LoFjmGEp6Q8n5N4m+pQVQuk99lSFgnY65EiXNVNxst1NobGfENMDjZk6AeOFUtfg9N+BjxB3Mei81lHl5Dta0Ob9CN2z9CW2XpFqKa99Q5JZqHBzg4tguDAqc32Hmsz8+TvSOc0ThzI0tHEkVV2Ndff73+e01NDStXruSss85i1apVNDU1zRbwRxme6htll3sCp8nItYvyl2lrRXx1crzcs9fFjD5Cagcs5NZve+PgP4HsTHw+MslcoUnpK621NFd00OaaR1RE2NafGEP1rsVtmBTJUrxewDyahj8e6CMioNnq4fTm/JsBBkVhZY08IG8d9WV59NGLsbgowjlVci7e7R8ua+6ohldG5PuXroj3Bjw80fnXsmZJa+Z2hyatmBQrp5XALVubh19c5czr5BcfMSeEiGXFzxAT7wtP6rOJWmxOQcgipU+GYrTB6q/KWd3QOGz5EmKycN+LZfXSpOqQZ29OJp2ZYDbMOtQXig3NdbQ7baT/Bsg28L0H+lh0z+P8745OwtHpbuAzjecG5Wfm9HpbTo8XvgHdBTuhOZ6HM3ZiYzz5P5bFP2DyEPgHwWCZJv1OC20u/hiW1F/aIZN3Ng976J/y89dDOUbL9T0qRw8q5kFVGoWDxsT7pjPxiqKwuFI2d14fm8pLoRMVgkPqTHyVSX7OciniZzL7PBX0ufiBMbwBD0OTfcyrXqrf3+neRY+3U21AC4yKiV2T8wB4Q6uZDXMu44ol7+Lak2/kI2v/ndNMssG3csUneP+pX+ANC98GQJtrfsGJKIqtAc75FZz+A5T2y+H0H8A5v5K3Jz/W0YLSfhnKqq9Iln7dD2Dhe6FGNY8MjsHw89L4EBLWyalM8tKZ21VbzbqiLlfWOSqidI/vBzLPw+vbKFPMXCwfvjRNpvHAGCO+ARQULuloB+Cp/pnxXzoaUFSVfccdd/CpT32KoaGh7A+exRHH/6qxctcuaqOyAHbCrcvpkw5emcw/FCO7mqQjdzYmvhwySa2I105oWsTIlv5nEmJeGu1WPd7ujj2FL/Q1v4GVrh46KhcW9BraXPxujzgmpba+0CR+1eCl2laP1WSj1SUbGuVm4/3hiF7spnOmnwh6pkn1So2VNS5MisAftdBScw52c/FxUlpGfD5SeojJ6cPREIGInwXqyX80EMIdKH0CQiASYadq2HZKXaXOwjvNlcWpETRneue8nJ+imJxw6tfBtRCCbtj8RUQKKWsuqLbV01zRgUCwZ2R7Qa8Rj1mH+sJgNCj84CzNIDLx+KiVqRtq97DQZWbYH+Sjz7zG6j8+zYPd2Y1Cy1XU+MIRdqmHmwvacjQ7zdIcz8UZu6jGuCalrzlFNsRywXFQxDc7bLqS6qZNu9mmjmdd0pZ+jFAIEcuGb7s8vQIvIWZuugP9sioHBqJ4Q1EOTeTexO+d9BOMRjEpClZFsviVthwapjOYfZ4KmkP984NjvNwrI4F3j2xL+dgz2y/m3af+Pw5MulCAr535Zi6Y/2bWtmxgUe1KGqKTKMERMNqhZnVJ91MxWOIiTRU5spXtOYoRpWopyvx3oKz9Lzjp06QtuRSjXEcnQTe3S3HOytfcbmDiMIGIH6vRRlNFe9bHlyNmLipi8/DntpZmtPrA2C4AWl1zuahNjq8+3Td6VBqblgNFU+X33HMPc+bM4corr+SBBx4gehR0vGcxHQNTAe7rlDPWHy5QLq7NOSfL6ZWWC2DdramftO5WJutOA+RcUibkKpPM9XEQk9NrDOCKxtOwGG2M+gY5mDSj/f6lcwDpGxAq4HPcO+nnyT65vZWV/bQVmAd+tpor3+1zTZuFOhagdW4rLJVYjPK90rrrh8o8F7/DPUFECGqtZtqcOS48y4BRXw8NFnlyNZhPyfLo3FCIMz1IWZ5VXYRPBD1UmE002eX7Uo6YuZ1jE4SFoNpipsNpizXSinVKnuyUlzky8RoUswtO/aYs/oOjsOXfCs73XVon38tSRM3pRfzorEN9vrhyfgvfPa0SJamIb3fa+PJKHxc27OaWFfv50VkrqLWaeX3My6X/2MTl/9jEzkxNkzIVNc8PjBIWBlwmH+saczz/nvRpprPnKtIs+pNRVGM8Dym9Dj1mbm/KLPRjBfNVtdLtcQ39dfc/k96Tx/2aNDcz2qAlQ3SyrQEUs4wr808nv+ocdTRY5edT83bJBZqUfk6FnYlg5ni5Uig8SoVT66swGxQGfUHqXafr8b9vWvJuAN605N36bWe2X8zv9stidmNLLW3OpBGkwefkZd1aFNWsscJSxblzryguEaVEUNreIFn8VFh3q1xHJyHGxGco4nM0t9Ok9B2VCzHkYLAbi5krHRP/2qiX0UCICrORNfWleU8OumURP796GafUVeIymxgPhXU14PGOoor49vZ2+vr6OHz4MOeffz5f+cpX6Ojo4Etf+hJ79xZnJDSL0uKOPd2EooIzGqs5tYAvT1RE9MV4TbKcPgt0Y7ssBWk2maQCdDhtbGjOvYOXHLViMVpZ1STzbreo2d0a3tjRQJPdypA/yN+6srM2yfj9gV4E0G4bZXltfWbX3wxY3yj/vn5/JT3e4o32Zhox74SYYmOeam53sMxM/Hbd1K4ygQ3xBjz0ebvoHT/En3f/EoCdw1vp83bR5+0qubT++e6HabXJ19zlKc1iVivil1blz+pPn4tXJfXe0kvqY1J6F4qiTFPDFAIhRFxG/Ly8n69YqmDNt8DRLiXCW/4NkWIRnQ3L6lcDsH9sB6FIMO/nx0PLm97hnmXiC0GTbQyBAQOCO849hcevWM/Bd17Ip07ZAMCBse28a5GLfe84n0+fPB+TovD37kFO/sNT3Pjsa4z45funFTVh9x6eOLCLuycW88SBXYTde0pW1PxTnYef7xilqSLzKJsQAtH/uDTHSucQk2bRn4xCG+MiOA7unfJKPkW8c66U34cnUpq3HQu472Aff0hRrPdM+rnq4c2pC3nN0K75/Ix+HYpiBEf6mLlqWz3NqrldPkW8Zmq3IJeM+BIoPEoFu8nIanXs7TV3WJe8t1RIQqWlYk6CDP4etYh/58IU36EhNV++IebF4LJWcd68NxWXiHIEoTHxQ5O905pi2sjeM/2j3L2vhyd6hzOyz5qpXS5SeoiPmSsdE/+EKqU/u6m2JO7xQggOjMnj1IKakzAZDJzTLAm7p/qOTXPNfFHUf7GrqwtFUairq+PGG29k27Zt/PnPf2Z8fJwzzjiDjRs38utf/xqf79id7T0eEBWCn+6UUvp8Y+U0jAfGiIooRsWEK1VX01JNAmugmYFYqnGaNXf6zIxTvEwy9fQe3HrWirzmgWMFRExatrZFLvI0gzsNJoOB9yyWJ4c7CsiMv1s9ways7KW9QCk9wDyXnQpThCgGNg0eew71MVO7WLNnTpXs/noCIyV3O42HtvBJnoff3Celej/f+k0G1Pmyp7v+zs+2fKNIx9rp8PhHeW3oJVptbgBeLpFT6m5PYUw8TI+Z0+biy+FQn/wexBaVRczDB4YhPCkZSGd+zt4aFGsNrPm2dBH29clCPjCal4S6ydlOta2OcDTE/rEdBe2HhlmH+uLw/ID8LJ9UbeC9Szs4r7Ueo0GhwdnCgpqTEAhe6nmSGquF7525gh1vO5c3z20iIgT/83oni+55nFtfPUDwmfdx3+PfZ/4fN3NB9yVcO/gGLui+mPl/3Mx9j3+/JEXNE73ymHhydRSjIb2fsBjfAy9/Fl77jvzMW4pTr2xorqPVYcnYGG9zWKc3xkdeBqJQMS/BbCsbFINJdanniEnqixmJ0DwEUr6uepnsISCCbhhUDdbaLsu+EXt6c7tqW53uUJ9XEa8ex+e7HLEkkHTKpyzjj7koPEqJWF58ZjO/3e4Jto6MY1IUrlqQaMQopnqlUksx5Nd0mmlo62Kzuoa21Orr5FSotTdgVEyEokHGkorpnklZV/X7Alzz2FbOf+AF5t39aMomkxCCQ3mY2kGinL5Uqpone7V5+NJI6Yen+pkIejAZzHRULUx47Sdni/jCcNppp/HjH/+Y3t5eTj/9dN73vvfR3NzMDTfcwAsvvFDqzc0iBzzYPUSn10e1xczbFrYW9BpavFy1rS511rViIIE1qFikm3/EivjsjNOV81v4w8Vrp0mh2502/nDx2pQuupkwniLaKpPB3fuWygLhb12D9E+lnyVMxsHxKV4cdKMgWOHqpaMyS6ZuBiiKwlK1Bn1pKH+X2iONVAaIFqONVnW8oJxz8cnRZhrWtmzkhjU3sa7l3GnPmVe9jJWN60q2Dy/2PEZURHW525ZhT9FF2qg/yKBPModLiyrik2PmSi+n12ZItfiY8VLI6TVTO0c7ShFz9YqtXhbytka5iN7yJTj895wl1IqisLRuNVC8pH5xlROzQTrUd2eYW55FamwblTPF6xunR0me3no+IL1PNMXE4qoK7n/DOh69fD2ral24gyE+/fwO5vd+lKsG3sjhSOL3qidSwdUDb+S+6hQZ0XnAH46wbVTK1c9uSu3TIQKjiNe/B5s+AZ4dYLDCwutg7f+Ti3zXIjnrC2B0pF30J8NoUPjQ4gACwXRWXyAQ3LDYP70xXoiUXsORnosvYiSiIA+B3odBhGUmeGUOBVKGmLlqW12Mic9DDqwpquZWWPWxxXRMfLbxx1wUHqXE+ibN3M6t35ZKBq9lw1/S3jDdjV1zf69eJcenjlLoJnlzr5I3VK9Ma5IHYFCMNDjlmjfe3O6+g32894npUafp1CKjvkEmQ+MYFRNtlfOmPS8SFTzRO5zA6Fdaa1BQiIhwScY6hRC64VypTO00KX1H5ULdb0eLgXyqb5ToCdAcL4t9/KOPPsqb3/xmvv/97yOEIBgMMjExwXXXXceKFSv44Q9/iN9f2KLltttuk8YScT+PP/64fn9PTw//+q//yjnnnMP69ev57W9/W6o/65jFbSoLf92SdhymwnJDY27jqQ82eFTpndbh9fXo5h+anD4Y8eckQb1yfgud77yQx69Yz10XnKrLJPMt4KMigjfgBqQ7fTw0g7vNfU8ndBlPqnFxZlMNESH4zd7pnfJ0+N0BeUKe5xjBZQrkLFlKh1PqZJH16ujRlXWcC8Z8Q0QF7J+oTjgpzKsqb168ECItE++yVtHimkOvFlMGnNl+EQbFQKd7F3e9+iN6vYcoFv6wj83qmMa/LtmIxWBgLBDS5Y6FYreaD9/utFFhzj8ZNG3MXImZ+FTvQVZ5Zy4oQkqfDMXeBMs/J9mQyUNyEQ45z4Vqkvo9I9uJpjCnyhVmg4ElVaqkftbcLi9ERYQ9XtnovaB1+nlhcd3JVNvq8Yen2D74YsJ9F7TVs+XKjfx84yoabRb6AiA56cRCVotk+/R2L+EdP0JMFHZ8eHHQTSiqUGH0s7YhsYkuokFE573w3PXQ95C8sflCOOsXKPPfieJsU52xfwQL5JwwJmfORTzAp1dv5P/OmUeLPbHwaXVY+L9z5vHp1YnJGSIaUZl4oP6MvP5WANTjPJ6Zczwv1Zx3vh4CQkRjhnbpYuWSkSFmLp6J3z8+hTcYzuklD6rO9E1qRrzFaMVmcuS2P0cYmrnd1hEP/rCWcZ8ogxdC6ErHdy5KQUSlkNIfrVAMFnCqxnK+3qwmeckO9ZmimNOpRbR5+DbXvGnmsvcd7GPe3Y9y/gMvJDD6fz40qK+bSyGp3zE2wbA/iN1o4DR1FKBYxEvpNZzWUIXDZGQ0EDohzqtFFfEf//jH9d+j0Si/+93vOO2007jkkkt4+OGHqa6u5stf/jKHDh3irrvuYvfu3fzkJz/h4YcfZsGCBTzyyCN5bS8SifCjH/2IpUuX6j/nn38+558vu+7Dw8Ns3LiRdevW8cwzz/CXv/yFL37xi9xxxx3F/JnHNLonfDzQJU9ghRraQfqMeB3a/Fydymj6BhBRWbBbjXYManGfazST0aBwXms971zUpssk84U34EEgMChGKiyJ3dkVjadhNdoY8w9NM7h73xJ5gL1jd3fODKo2q7XS1UOltaa4KC3gDHUufq+3sKbLkcQT/VFuPXARH3xuPOGksHtS/l873XvKIh/unfIzGghhVBSWp2CrvQE3Pd5O/frJjWfwvtVfoMpax5h/mNu3/hebeh4vat+29D1NMOKnwdHCivqVnFwrP3e5Osimgz4PXwALD7EiflKT02sz8SUu4nsmp78HWeWduSDPeLms2PKF2DwoaiGe41zonKqF2E1OfOFJfXFUKLS5+FmH+vywz93HUFB+ty5qn+60bFAMrGs9DyDld9poUPjAsjnccW5m00mBQne4gqf3b4MXPoTY8iXE0AspncXTQZN1znOM0Fopz8FCCMTgc/D8h2Df7RDxSQZ73fdRVn5eKkZU6M7Y7ZeDtU5mVPc+mPP2XdYqrl9+Mt3XXsIfLljAv7Zs5g8XLKDrmku4fvnJ0+eFPTvkTLvZBVXLct6ODo2J9+5HREuffpESJZrzzttDYHSLHM0xOaEpxxjRDDFzdpOTGquCyySL8ldzZOMPqIqqOqtsLlRZa9M75INsAiUrmsyVeTWHSoX5LgeNdguhqGBrmhGCrSPj7PFMYjMaePPc5oT7RNADbnUEomF9uXe3NHCox6ypnqzrDd2hXjW3y1UtcsNT27l9Vxf/6BrkiZ4DTIQttFcmkkv3Hezjqoc3T3s9jdHfNyWPV6WImdOOg2c312IxFs8fR0VEV3XOr44dp8wGA2ep6g7NaPp4RlH/yZ/+9Kf89Kc/5Zvf/CaLFi3immuuYcuWLcyZM4dbb72Vrq4uvv71r9PYGItUOffcc/nrX//K1VdfzeWXX87TTz+dYQuJ+N3vfsfVV1/Nrl279J/HHntMv//mm2/G6/Xyuc99DoDGxkY+8pGP8MlPfpLh4fLN4R7N+L9dXUQFnNdSV9AsrQa3LqdPU8RrTHzj2VLuRxSmpKRHUZQ4Sf3MOUbGz8MnjwBYjFZOTmNw9/aFrdiNBna6J3hx0J11OzvHvLwyMo5RgZNcfQVHy8Xj/FYp6+/z2/EEjh1PiT/s7+GOQ0sYDyeOQ/RM+vn48wPsmmjFExgtS168xgAvrXZiS6E42a3GgjU7O3SpXnvlfD609iaW1p1CRIT5x757+MOOn+EP5/8/j0TDvHBYSjjPbL8YRTHk7SCbDrs1Z/oCTO0gJqf3qkW8JqfvnvQRjJTORVqTgC6rrsBmMhKJhvVtFsfEqyxoqYr4IuZCDYqRpfWlcamfdagvDI90S8+SZpufRoc95WNObT4Ls8HC4GQPhzypjXY9odyYzj7HasAAo1vhlVvguQ8gDt2HyKEp/WiPbKLPc4zQ5GxHTHTC1i/B9q/KAtBSCys+Jwv4dPnigGK0wry3yysH70HkaaxoNCic1VTByZW9nNVUkb4xrknp606TRmz5wt4iGwAiFGu+lRslmvPO21z3sMrCt1yUewyfXsT3S9VD/OsrSuJcfA5FvD8coVdVBlQZc8uIV2wNYFMVLCZ1Xdh+eVpZdzmhKEpCXnwqaFL6K+Y04bIkKdGGXwSi4FqYl3/DEYW9GTDI5l0wc6HZ6Ehk4nNVi9y+p5vrn9rOZf/cxGe21PDd/W/gjY+Zab/zEdb96Wne9I9NvOfxbRkZ/d91NxMVpXGof0LPhy/NPHyvt4tAxIfN5KDFNSfhvhNpLr6oIj4SifDRj36Um2++mc7OTlavXs1dd93Fvn37+MQnPoHTmX7B2djYSCgU4vOf/3zO2/vOd75Dc3Mz/f390+6bmpril7/8Jeeeey4mU+xLvnHjRrxeL7/+9a/z++OOA4SiUX6+qwsojoWHuHi5FM70IhoCr7pIql4OTm3m67D+mJhD/cwxTrF4udQntHQGd5UWM1cvkN3P23MwuNNiT06umsJhDJWkiF9YVYfLFEBg4Kne4mXeM4FIVPDJ5zVToGRpqsRDQ6uIivJI6l8ZkZ+tdPnwu0fkDNnyxrUJUj272cnbV3yESxZejUExsGN4Cz/b/A36vF15bf+1oZfxBt1UWCo5uUnOkq5tyC/LNR0KjZfTkDwT32S34jQZ5XtRQof6mJReft/HA25AYFRMOAqcVRTRMEyq38OK+SXYy+LnQpfpc/GvFKXcWDHLxBeEZwbUKM/q9A0ou9nJqibJzG3qeTzlY3JlXuuWvB3Ovl3OspoqZPG992fwzLsQu/4HMTn9WCHG9+B/6d94cVB+98+ojmLa+3N44aMwuk0yofPeIaXzLRel9ppJRtulYG2QpneajDsP5BS5peXDFyKlRxZlsbn4mZHUl2rOOx9zXeEfgmFVxp2LoZ0Ga5108BcR8E+X+Vdb6/JyqNfy5CvMRhThBqAyi+pJREPgU+X8c/9VXmoRbUcAmcztokLoa6zUUnp1Hv4YkNJrUAxm0BoOk4czPlZLsxjxDRCOhnI+Zr2xo4E3djSwqtaJ0+gHBBEhCZWXhzw80D3IZDi9okgAwwEjh3x1RZMuQgi9oC7ZPLwqpZ9XvWRaZN5GdRtP9Y0e96axRWsahBCcc845PPzww2zevJl3vOMdGI3Zu7d//etfAdi1a1dO2/nb3/7G9u3b+chHPkJ7eztXXXUV3d2xAuvJJ5/E7/ezZMmShOctW7ZMvz8VAoEA4+PjCT/HC/56aIC+qQCNdgtvndec/QkZkFFO790P0ZCcMbW3xkmF4or4HB3qS4ls+dTS4G5+SoO796sGd/fs72UyA1sjhNCl9EucknXoqCrc1E6DwWBgQYXsuD7XP3O5rcXg6f4ReqeCpMs2FsBo0MwhXx2dZZiXTDcPDxAI+zk4Jo81y+qmS2gVReHM9otUeX0tY/4hfrH1O7zU80ROJwEhBM93y9nq09su0OfOdCa+SHO7UsnptSJeURRdUl/KuXj9PVAbKfHfwYzyzkyY6pGsntEuDelKjvz3a0HNSZgNFjyBEQayLMIyYbnmUO/2HveLjVJiy4hkodfVZ1amnN52HiAVE1pTNx4bmutotwSn5c0n431PbOP/OgNEFr4fNvwWln1CxqlF/HD4AXj+BsSWLyOGXox5rPQ9wqb+AQJRqDb6+FxoExz+KxCFxnPgzJ+jLHoviim1kiAVFIMF5r9TXun8HSKSn7dQtsgt4euXeeeKAerW5vXaCajU5uJn0NxOpDlP57nmyNlct/dBEFGoPhmlIneSRFEMcXPx048dVXk61B+Ic6Yfz5IRr2OqRzYRTE5ovwIUE0weStmMmgmsb6oG4IUUysfnBsbonvRTaTZxWUfi8V9E/DCyRV5pOKvMe1lixEnqM8FlqcZqtBMVUUamBnJWi/z1Dafz9zeewV0bXXx+0cP8eM0rHL72Ql566zn85Q3ruH5pbikvE2Fr0Uz8bs8kg74gNqOB01UPhGIRnw+fjNMbqrEaDQz4AuzxlN6892hC0UX89773PZ588kkuvPDCvJ53wQUX4HQ6+fKXv5zT4xcvXsz999/P17/+dU466ST++Mc/snbtWnbulN2Yzs5OAJqbE4vVqqqqhPuT8a1vfYuqqir9p6OjsPiioxG37ZAM7vVL5xQ1gxII+/VZ9pRFvCalr1omF+rawWky1mQ5knL6TPPpGhufbHC3saWWBS4H3lCY+w5OV35oeGVknN2eSawGhQX2LkwGM00FRmAlY3mVbIZtHj42WLpcZV4TYSud7t0lL1rSOdMD7B97nYgIU2NroF7L6U0BKa//ii6v//u+u/njzp8TyCKvPzC2k4HJw5gNVk5ric1Grqx1FW1uF4pG9UK7WCZ+KuQlqn7OtZi5UmbFTzO1K0FGfMzUbm5ubGWu0OJ+XIvBqTL8BktOc6Fmo4WFtcuB4iT1mkP9RCgy61CfI3zhCPtUr5DzWjPLfxudbcyrXoogysu90xv5hon93FojvXnSMa8NNgt9viA3PP0qK3//JPcdGoO2N8L622TSQcOZ8tGjW+CV/4Bn3oPY8zPof5In/ZJFu9h2GCtBeW5c8x2UVV9BsRfYWG+9GGxNEByL5ZOXCpqUvmpFcS7fR8KhXnPvVoyw6P2yMAXYd3veowfZzHVFNAI9/5QPbs+Dhddgz82h/tVRb1aHbT0j3hXLiK/O5j+iHVOdc+X7XHuqvD6Q+3hrKXFafTUGBbomfPQmHQc1Kf1b5zdPH5Mb3QrRgGzulkilNWPQUwoyF/GKoiTMxecbxayNEs2vXkSb085pDdW8aW4T71LjlLOhwhQomonXouXObKrBmgPJmw2hSJAuz34g0dROg81k1A0Tj3dJfVEros997nN86lOfKui53/zmN/F6vXzhC7nNKi1ZsoQ3v/nN3HTTTWzbto2vfvWrDA0N8e53S8fW0VF58HI4Eh05NWl9uqz6L33pS3g8Hv0nnt0/lrHPM8nDPcMowAeXzcn6+EzQunB2kxNrKtbAreYla/N8WhEb12V2HAE5fap4uWSkM7hTFEWPm8skqdccU89uNGEzhmlzzcdoKI0Z3an1GkuX29zmkUauMq9KU4jxwFhJzFI0+MIR9qg56qmKeG0efmn9KVkZYV1ev+AqDIqB14c289Ms8vrnDktn6TUtZ2M3x9hBq9FYtLndgfEpwkLgNBmnsUO5wmF2oaAgEHoEUcyhvjSd6slQWO96a/FyujN9SUztSrtI0+N+Tv8BrPiMvDEakuxqDlhWgqi5eIf610ePjWbdkcamwTEiwkCF0c/q+ummdsk4vU0a327ue3p6OsrBu7jSeYDfL+1Oybz+8eK1dF97Id8/czl1VjO7PZNc9chmzrj/GR7vHUGpXY1yyn/A2XfAHFWWHBiGrvsg5NGL+HNt6kJ96jBKbWYzvWxQDGZYcK280nkvogD/jrTQpfRFZm1rTPxkNyI8Q0zYmDzG03opyry3wen/I/15vHthx3/nnXWd0Vx3eJN8n81V0gcoX2Qo4KptddRaJjErUSbDkazHZ62IlxnxOTZNk9M+miSZoefdzzBcFhMrVVVSvKQ+HI3y+wPSW+kdqeKRB2NS+oKVXkcKjuljp+mgOdQPqI2qfKKYNfPVuUn58NkYfQCX2chc+wiewKje/C8EpZ6H7x7fT0SEcVmqqUvjgxAfNXc8o6gi/r/+678AGBubPsfy6KOP0ts7vctYChiNRm6++WY+8IEPsHnzZvbu3YvNJj/MycW6FmVXW5v6oGa1WqmsrEz4OR7wUzVW7tKOBuZXFhc1knO8nFbE60z8YZ1t1Zj4qRyy4kuFWLRVeiY+3uBuc5LB3XVL2lGQB6ADKU6k8VL602rltjqqip+H13BWkzw49fqMjAdnyOW3CGxorqPOEmZ6HrGEJvM6u0lVx5RwLv71MS9RAfU2C832xGZCVETYO/IqkFpKn3JfFYUzOy7mfas/nyiv731ymoKgf6KbA2M7UVBY3z5dkVSsuZ0mpV9S5cRQ4ELFoBh0X4rpWfGlYeJfG/MikPP2TWpDp6RMvHNeUfuXCprzt1K5WJ0BFnDw7pyeu7juZBQMDEweZsw3VPA+aHPxO9yzRXwueLRHHnPnOkapc2Q3slpat4oqay2+8CSvDb2k3y68B2DoOUDhytOuSMu8Wo1GPnXyAg688wJuXrMYp8nIS0MeLvzbC7zh7y+yddiDYm9GWfJBOOnTgEJEKDw81c5TPrmYPsfWh8jDYC0rmi+Uo2shDxz+S0leUoR9MKoWwg2FzcNrUKw16uiLgPHiEhxygYiG1fcS3SVecc2DU/5dMvIDT8L+X5Vugz2qAqL1kqwRYSmRJWbOqAiabHLNkU1Sr8np57nsuTdNJ5OMQhvOlAqGiYOIIsaDikEqc7tHe4YZ8gept1m4sC1RBSpEJNZ0Otak9JAzEw8xh/qhuKz4XKKY/eEpvfCfk1TEZ2L0NXhDEZ4fW0xURPW45nxRjnn4A+po5IKaZWmbN/HmdsfzqFpRRXw0GuX666+nvr6eD3zgAwn3LV26lM9//vO85z3vSVnklwKf+YxkT0ZHR1m4UBZPIyOJ0gnt+pw5xbHRxxL84Qh3qOzxh08qztAO0BeoqaT0wj8kO9KKAapUCZ12ggpP6HEvR8LYbjzHaCtNUr9reKte4AB0VNi5uF02Ln65Z/qJ7YVBN10TPirMRprNcsa7FKZ2GpbWtlFlmkKgFO1uPhMwGhSuas+8ALj1rBXMryl9Xny8jDv5oN7l2YcvPInd5My7ydJeuYAPrf0KS+pWSXn93rsS5PXegIc/7ZQRlssb1qZMbyjW3G53kaZ2GrS5eG8g0aG+VEV8Kk+C8VJkxE92ystSOdOnw4J3ycv+J3JayDrMFcytlgujXappYiFYPutQnxee6pPno5MqQzmpngyKMXXc3IE75WXTRhTnnKyxppUWM189bSn733EBH18xD7NB4aHDQ6y572ne+egW9nkmUdrewH0t32B+13t4Q/9bCCGVgFf0X8Gfmr+Ws8FaNigGY4yNP/SH0rDdo9uk94S9GRwlGAmbSUn96Da53rBUQ81K/WaldjWc9El5pfN3iJ5/FL0pMdUHI5vllXwM7eKRIWZOO4c0WOSxUzNsTQeNiW9zKEREGFBwWbJE3MbJ6QFVUr9a3naE2Pj1TZq5nVu/TSNJrl7QgtmQVK64d8r1pakCqldyzEFTrPr6pqUUJKNJy4pPGr/IdsySknNBrb1RH6mLRzpGv8Np45qFcpsPDy3jhbH5BSsn941P0jcVwGIwcEZjcdHLGg6qkdbzU0jpNZzZVINJUTg86S94lPFYQFFF/G233cYdd9yBEGIaA97e3s6dd95JOBzWHeJLjY6ODsxmM0uWLGHjxo2YTCZ27048YezbJ7vAF198ccm3f7Tijwf7GAmE6HDauHxO8ZEbGU3tNBa+Yr4esaIYbTEDKlUq5DTLA8jkDDHxwUgAn7qwSedOryFmcBdlW3+iQ6tmcPfL3d1EoondvHv2yw7n5R11jPvlwbW9snSS3xpbA212WXA9myKR4WiDEIJ5tn28rfVl6qzTF9dfXL2QK+e3MK9aK+JLlxefbKgWj13DssBaUrcKQwGRSXazk3es+GiCvP5nW75Jn7eL/okuBtVO+lkdqY8xxZrb7XLLz3HRRbz6HZwIJWfFT5bkfYi9B7FZ2mzmktkgwj7wqZ/9MhfxMTY+mjMbr0nqdxchqZ91qM8dkahg87Bca6ytz218B+DUlrMxGcz0T3TTPb5fZeGfBRSYf01e+9DksPKjs1ey623ncY3qln3P/l5OuvcJLv37i1z9bC+HI4nf1Z5IBVc/28t9B/vy2lZGNJ8ni+2QF7ruL/714qT0JZEma039mTC3G3xKXjacPS0WT2m9GOarDY9dP0JoRmiFoucfgIC6tSgZ/FUyQiM6fIOIaOKIh93kxGyw5uxQf9Arvw9aRrzLUpWxuSUi/rhjahzJ03iOvDxCc/HaDPPLQ25C0Sj+cET3I3pnKim95kpff4Zsah1rsNaBwZo2pSAeDSoT7/aPEAjn7p3Spc7DJ7Pw8UjH6N954ancvEY+75+DK/nFrsIUGlpW+xmN1dhTRP/mC19okl51tHFBClM7DQ6TkXXqZ+p4ltQXXcS/+c1v5u677+a2225L+ZhbbrmF119/nX//938vZlMp8eyzz3LjjTdSU1NDbW0tb3/723nkkUcSFqRPPPEENTU1XHXVVSXf/tGK23bKD/gHT5qTPgs2D2gz8dUp4uWmSek1xEnqId7YbmYWqhoLbzXasOXg/qux8Vv6nkmYnXvz3CZqrGa6J/082hvrREaignv3ywXZ+c3y81bvaMZhLq7QiofRYGRhhZyHf36gcLnuTMEfniIQ8bHc1c+XVy8C4LT6Kq5W5V271WK0o3IhRsWEN+jWowuLxfY0pnZCCD1aTsv2LgSavP69p3yOSmsNo75BfrH1Ozx68H4AWirm0Oqal/K5K2tdmA1KweZ2uzzFOdNrSI6Zm1vhwKCALxKl35ebKWEmJDPxQoji5fSa7NNSg5IpFqtU0NjN/scROcgctc9Ul2dfwSqjFbMO9Tnj9TEvE2GwKGHW1Kc4H6WBw1zByY1yzntTz+Nw8C55R9OGvJzF47Gg0smdF6xh65UbuLSjgbAQPHh4SB0mSo7YlNc/9dzr05rBhUJRjDH1SNd9iCLOrUKImKldgdFy06DNxZc5Zk5K6dWCTpvtTsaCd0HzBdJNfvvXEQXm14toULrSA7RdXtBrAGCplWkbRGMFtYp8suLHAkHc6qidnhGfVUrfBQj1mFodu73hLKmonNiPSGG4V24sra6gymLCF4ny6qiXf3QPMh4K0+60cXZz4t8khIiNTxxD0XLxyJZSEA+HuUJX0g3l8d7E5uEXZXxcOkb/P9cu4S3tsmnwje2T/CaFIjUbNFO781pLMw8vk40E9Y5mXNbqjI/V5PvHs7ldUUX86Ogof/jDH3j729+Oy5XayXTBAhm3de+99xa8nWg0ykc+8hF++tOfEolI2cnOnTu5//77+da3vqU/7v/9v/8HwO233w5IR/qf/exn/OAHP6CmpjQyjqMdr46O80z/KEZF4fqlpRkhyMjEu9MU8c7EmDmnRRYgk8GZWajma6iVzuDOZjJy7SIpK7p9V8zg7qn+Efp9AaotZubaNBa+dFJ6Datq5LzdK6NHvxxIK8grLFXs98oD/8XtDfz7WtnN/euhAQZ9AcxGC22V8wAS/teFQgihSw5X1SYehwYne3H7hzEZzCysWV70tjqqFvKukz/JnMpFRERYjxfrqFxIn7eLPm+XLlfXYDUaWaUqBPKV1Ashis6I1+BMipmzGA3MqZANrmIl9VEh2K4as2lFvD88RTAimwOZEiIyokymdumgVC7Ji42vttXRXNGBQLBHmyfOE4tmHepzxtP98rjebh+juSI/d3fN4G5o8IWYZDhPFj4VVtdX8Y83nsH316eXdoJ0Cume9PN0fwkXlE0bpFdEeBK6/lT463j3QXAUjDaoObk0++ZaDBggMIQIlHERPbZNqhHMVVCdet8VRYHln5L3R6Zg678Xtk+Dz0kJt7WuqGaHTPHJPBevFfFdEz7GAqnd9TUWvsluJRhxA/mY2iU2rxRLFdSsllcGZ56NNyiKLrd+YWBMNw1+x8LW6V4wk4fA1wcGc3FRiEcaeczFNyWZ22VDKBKkx9sJZGbiM0FRFD693M7p1QcRKLz3yW3cuz/3JoIQouSmdgfUfPhU0XLJiM3FzzLxKeF0OrNmwr/0kjSScbvdBW/HYDAQiUT44he/yEknncQNN9zASy+9xE9+8hMslpipSEtLC0899RR33303Gzdu5F3vehc//elPdQf7EwE/VWPl3jy3idYCnazjIUSUMZ9WxCca24lIUJ78AaqSCqSkmDmHysRHRJhgntm2hSAWL5dbEZ/J4E5zqb//UD+jfnkyvWefPJD96/xm+icOANBRWXw+fDLW1FcD0DMlGPHnF5Mz09A+J7W2hoTCc2VtJac1VBEWgjv3yhPQPFVqechdPEvTPenHHQxhUhROqkksdHePbAOk7MpizF1+mwmvD71MV5JZ06bex/nZlm/wsy3fYHPfU9OeU6i53bA/yFgghIKMIysGGhM/GYztg+ZQf6DIIv6gdwpvKIzFYNAVA9p30GF2YTYWYP4E012UZwIaG9/3WE5sfExSX9hc/KxDfe54Ri3i59hHMkZFpkJzRQdzqhaxIaJ69DSeg1LCz1WTI7fzba5RnLlAUQywUGPj70cEM0uv00Jj4WvXFGbUlmrfTHZwqkRCOdl4Tf7deE5GWbVisEijO0c7BIZg23/k7+yvRfq1Xlq8hFsv4FLHzNmNYZpskvDYnmYuXjPcnR9vape1iFfVTamMQo+wpP5MVf58174e7lel9FcvSPE9H3pBXtaeKj9nxypyzIqHmKR+cDK3IrrH20lURKiwVKUm4HJEjaOBSxtfY2ODm6iAax7byp87cxvvPOid4vCkH7NB4cymEs3D66Z2mZumAGc11WBQ5H50T5QwxeMoQlFF/Pr167nzzjvT3j84OMiHPvQhFEVh9erVxWyKn/3sZ7jdbvbs2cPPfvYz3vOe96Sc21q2bBmPPPIITz31FM888wxvfvObi9rusYSJUJhfq0XSR5YXb2gHkrWLiDAKBqpsSV9C7z4QYWkmk5x560hk4i1GK2aDLKJmQlJfiIw3ncHdqXWVnFJXSSAS5e79vQQjUf6gzjZevaCZHq9kC0tpaqdhflUztWZZEBdqjDZTGFWZ+Bp7fVwRL4tEzVvgjj3dcna+WhbxB0uQF6/JuE+qqZiWQapFyy0pQkqfjLUtG7lhzU3csOYm3rjw7QC8acm79dvWxuXE688p0NxO+z/OddlxFDlP5kpi4iGWFV9szJz2HsjRAXlaySUdIiuOQBEv2fjTyZWNX1a/GoD9Yzt05UG+mJ2Lzw4hBE/1yUbhHPso9Y78c9Y31K1kuZANq8i8t5d0/3KN2Mz1cTmj4WxwLZQMc9cfCnsNXUpfZLRcMqpUSX2Z5uITXenTSOnjoJhdsPprkrX37oPXvi1dznPZ1mQXuF8FDNB2aRF7rcKemYkH6HDI40k6Sb3GxC+odODJ0cg3ZhSaYo3YeBZgAO8+aeA3w4ioa4FnB8YIqb//68Obp3tJHONSeh15xMxpTPxQjky8Ng8/t2pRUR4X1dY6DAr8S/NrXLuojYgQvO2RLfyzezDrczUGfF1DddHrF5BjsiO+ARQU3VspEyotZtaoBMpTx6mkvqgi/itf+Qo33ngjH/vYx9iyZQterxe3283mzZv54he/yLJly3j99dcBuOmmm0qyw7NIj3v29+INhVlU6eCCtsI7b/HQpPRVttrppmBx8/DTDhK682a/PNEysw71mit2PjLedAZ3iqLoRegPXj3IV17axWggRIPNzEmVU4SjIewmJ/U5xB3li3pHM602NyANX45maEy82VRPr8o2aazsOxa2YjUaeHXUy5ZhD+2V8zEqJiaCHkZ92U8GmZDO1M4bcNPr7QQUltatKmob8XBZq2hxzaHFNYcOddaspWKOfpvLOn12u1BzO62IX1pVvNdC8kw8lM6hPtV7ULSpnRBHhomHmBFW/2NZ50MbnW3U2OoJR0P8efevpo1T5AJ9Ln5Mvt/egIcnOv9a0Gsdr+ia8NE7FcRAlOXVSkHKmgXurSjATsXB677SLuqy5S5rEZsbmksjK9VfV1Fggao27PozIujO6/kiMBZzkK9fV9J9iznUl4mJH3slq5Q+GYqjBVbfAgaLNPPb89PctnX47/Ky4QyUJFViQcjCxAM02zKb2xWWEZ8ULxcHxVINNeq5coZd6u872Mc3tk6PI+yZ9HNVXCEv/MPq50kpnX/DkYL2GcihMNdi5gZyZOK1efhCpfQaalQvrMmgm19sXMFV81sIRqO89aGXeawns2P9kyWX0ksWvtU1F5spt+js411SX1QRv3jxYu69917uvvtu1q1bR3V1NXV1dZx++ul897vfxe12YzQa+cEPfsBllxUYxTGLnCCE4H9VKf2HTppbcJ50MjLFy6U1tYNE502fPPjOpLldzl3pJKxt1Qzunk4wuKs0y6igveOT/L/tUj7vC0e5a6/sdrZXLpDSxhKjztFEq00u5F8cPLoPQm6ViXeHqwHJOFVZzADUWC28dZ5kzm7f3Y3ZaNGd/IuNmktnaqcZ2rW75ummMEcK8eZ2nd7cZV27PaVxpoe4iLkEOX1pmfhT6lI40xdqahd0qxGVSkyWO0NQqpZC3TpphJWFjVcUhaUqG79jaDMTwfwL7+VJTPxE0MOThx4o6LWOV2hS+habh7aKxryfLya7UFSZ8FPGKjb1PFZSf5ZMucva9VvPWlESs9lpqD9DGslFA9CZp//QiBx5xLUYxVraBkN8EV8WLxxdSn92XvJ2peokWPF5eaX7L4gs7v4i4oe+R+SVYgzt4pFhHlor4mtNskhKV8RrY1DzXY6cfIBEyCsjgSH9MVVTNGiO/zOASFTwyedeJ9UnRLtNN4UcVqX0VctQiokuPRqgKVYDQ/IzlgENjlZAYSrkZTLL2ExUROge3w/AnCymdtngNFdiMpgRCCZDHu668FTeNKcJfyTKmx58iWf7069Lnyixqd1Btyzic5mH17BRNUWcZeLT4KKLLuK1117j05/+NMuWLcNms2GxWFiwYAHXX389mzdv5uMf/3gp9nUWGfDykIctwx6sRgPvXVqCjFcVuqldkjO9EALcO+SVFEW8ohhSmNvNZBFfmJR3RYNmcDesm67dd7CP9z85fd51IhzhS1sC7PA2l2UeHqQr6cIKyWq/dLQz8epnZSggJfTJ7LHmLXDXvl784Yguqe8sci5eW+CsSi7ihzVX+tVFvX4mVFiqOHfuFVmbBFajkZNVlvrlYXfOr18qUzuIMfHBiF+XfS/QZuKLzFF9JUUjZdyvNtIKXWhppnaOVj2+ckah58Y/mpWN1+biQS6g8sWsQ312PNMvP09SSl9AtNfBuwFBuG4dwwYHvd5D+ihUqZAud7ndaeMPF6/lyvkFRpJlgWTj3yOvHH4gP9O2cknpQbK9BovMcE+RiV4M8pXSJ0Np2gCLrpdX9vwUMfhc+gcPPCX/Bnsz1K0pYG9TQDO2CwwhksZwtKz4KqMkQF4b8xKORkmGxsTPrbAwGZLH4IzHWy3tw9aIYkrjsdKgSurH9yJ8uc0+F4un+0c4nMHUM8EUUksiaDhrRvatnFAslaCSW6kUGfEwGy3U2qUCJJu5Xf/EYYKRAFajnUZVhl/wPqppCSCTqswGA/detIZL2huYCkd44z828dKge9rzDnmnODThw6gonFWCeXghRMzUrib3In5DSy0KkhDpnzr+jGNNpXiR1tZWvvvd7/Ld73532n1+//H3TzsacdtOeXC+en4L9bbSGNNALF4u2dQO/6B0s1WMUJlGruNoB+9+GTPXEDO3K7ecXgihR8zlW0BYjFZWNa3npd4n2Nz7FHOrlqXtEGv45+AKvukqTxEPsLLGjnJQ0DcVon/KT3OOBkoziUg0rDMBPT7JiCQXnhe21tPhtNE96efPhwY4o24JTx6CTo+ciy9kbmsyFGavylbHS7kDYb/ehFlaV7p5+GS4rFWcN+9NOT32tPoqtgx72Dzk4eoFKXJvU0CX01cXZ2oHYDHaMBnMhKMhJoPjWOwNOhM/6AviDYZxWfI/Jbjj1AXxRXyxcnpdSp/KgGkGoFQtRdStk0zlwXtgxWemPcYb8DAR9GAymLEYrQQjAX69/fuYDRYUFAwGE0bFiEExoCgKCvLSoBhQUFDUy6gwYFSWMRGCbz//XSpN8n3vVd2FQTaMUo1qnCiImdqN0uA4Na/nislu6H8SANPC97Cy91leGXieTT2P017CBqw34OHM+hCPv7GNr7/4WybCFs7tOJ23zl+M0RDCG/CU7z2sWysNZj07oPN3sPSjWZ8ioiEY2SyvlKGIVwwmhGuhVO15dsfY51Jg7BUIjatS+gLHpeZeJZWCPX+H176DWPtfUoWTDE1K33ZZ6RR35iowVcQaHHEJHDIr3kKNeQqnycBkOMoezyTLa2JKp6gQ+nG3ziJNb80Ga2aZcQYpvQbFWoOoWQlj26Wkfm7545lzNXvs9Y7DqEqoNKwv4x7NIBxt4Nklya4s68hGRyujvkEGJ3szGrvF8uEXYijB57XaWsfwVD9uv2wO2kxG/nTJaVz+j0080TfCG/7xIo9fcWbC+V+Tr5/WUEWFufhSc3iqXz/X5qMuqLFaWFVXySsj4zzVN8rbFua29jpWUHr9bxIeffRRPvaxjxFN0UWcRWngDoS4e5/szH24RIZ2GrQ5Z60Tp0OT0rsWpGfJksztZkpOPxWaIByV2anZciRTQTe4G9nGQ93dGTvEoDAednBgqnyL63ZXE/UW+T97OU9385mCJzCKQGAymDkwLv/3y5IKT6NB4bolqsHd7m7aKxeoc/HjjPgGCtrua2NeBDJipynOMGrf2OtERJhae2NBBljlQL7mdoFIRGdaSsHEK4qiKwa0ufgqi5k6qxx5KJSN18YZOpw2aqyxBmLRcvojNQ8fDz03/pGUbPzmvqf42ZZv8H9bv6WrG4KRAJMhLxOhccYDo4z5hxjxDTA81c/QVC+Dkz30T3TTN9FFr7eTHu9B+ib26waWr4+NM6wyYA/svTNj6sGJgrFAkNfUUYOOQpj4g3cDUag/A6VysR4393qB4w/poH0e7nz1VuY7hjm5spdRz/38Yts3y/4eKooCCzU2/h8IdbwpI8ZehYgPLDXpm/HFQpfUl9jcTpfSn1WwU7yiKLD0Y1B3mhxFeOWWaeyzGN8H47tAMUHrJcXudeK208TMaeynQYEllfL4nCyp7530E4xGMSkKzriM+IzN8Fwbo42qsmFgZubiczaFDB2UZsqODhRn6RSnRxR5ONRrrHo2h/pSzcNrqFaVuJraEsBhMvLXS9dxZlMNY4EQF/3tBXaMeYlEBU/0DnP77i4ANjSXZuRBk9J3VC7EZDDn9dzjWVJfEibe6/Xi8XimFerRaJTGxkbuueceDAYDP/rRj0qxuVkk4dd7D+OLRFlZ4yqJbCUeY+mY+Ezz8BrSyOmnyszEayx8haUy7y87QFNFO+2u+Rz2HuTFvtdyes6wv3xNKmlut5+hYCUvDbm5Ym7pDfSKRXwM4a7+9BLw9y5t5+tb9/LQ4SH6psJ0VC6g07OHTvfugort7SPTZdwAu4e3AZKFL8aZtZRINrfLtl/7PFNEhfRjaLaXxtHaZanC7R9OKFwWVjoZGXKzf3xy2v8xF7yS4j2IRCN4A26gCCZ+cmYz4lNBqVqGqDsNRl5OycavbdmoKz16vZ08sPdONs69nHp7E1EhsJud2E0OBIKoiCKEQCAvoyKKQCDUy2fHB3i4L0Slcz01tucZ8w+xvH4t58yRTthH2tfhSOK5AXlMrzNPUGEK0uDMvYgXk4eh/wl5RR2RaHXNpaNyId3j+3m596mc1TSZMBH00Os9pF+vsFQyERznTUveTUvFHPW2Mr+HNadIgzf3q/LzetKNmR8/rM7D168ri6cLAFVLoZuSFvEJUvrG/KX08VAMRsTJX4aXPwcTB2DbvyNO+x6KWT1/9aixco1nS+O3UsLRJk3a0pjbDU31scAl2Doqj7PvXBRTMmgN3jkVdiZDmvIwy/ovTUb8NDSeDbt/AuO7EP5BFFv+HhT5QDOF7Jn0p1Q9KsiRlA1R9fN6rLvSxyOPrPhGPWYu/WOFEBzSi/ji5uE1aCSex59YBFeYTfzjjadz4QMvsHnYw9l/fhab0Ui/L6as+OXuw5zZVFP0KJEmpc8lWi4Z57bU8aPXO/lb1yBn7+uhxWFlQ3NdefxJZhhFHbUHBgbYsGED1dXVzJ07l/nz5yf8LFy4kPXr1zM2NsZvfvObUu3zLOIghOA21dDuw8vnlrRgCUWCeFWn2+SZ+JyKeD0rPpmJLzDLNkcUzQACa1SDu5HJV3N6fMljg+JQZ2+iTXeoPzqZ+DGV9am01bPPk549Xljp5NyWWgTw6z2HmavGhBQ6Fx9zRY/JDCPRCHtHZfOlnFL6fJGvuV28lL5U3+tUDvULVEl9oVnx2nuwui5WoHiDbgQCo2LSv/f5QIgITHSpO11adVHeSGDjE6OO4pMKWl3zADkff3LTGZzSvJ4ldSfTUbWQOVWLmFe9hPk1S1lQcxILa5ezuG4lS+pOZmn9KSyrX805rbJZ4aONhepCJRjxZ0w9OFGgS+kdozjMFTjMeShTOu9BsvCno8SxzRobv7nvKSJqgkohEEKwrf95fvzSLewdfRWDYmDDnDfythUfAbInV5QSCWx874MZZ5qFiDMJK8c8vAaNifful/L9UmBse0xKX1P8MV4xOWD1f0pD3sku2P51RDSEGH0Fev4pH9ReIkO7eGSImatSC6d2uzxXJMfMacqp+ZU5mtoJEZuJz6JuUqy1UL1SXpkBNj4XU8jvr1+GcUT1b2g8Hov47DFzGhM/NNWbYLwcjxHfAFMhL0bFRKurNOdOzaMhnonXUGUx8+BlZzCnwoY7GE4o4AFGAsGEdIFCEBURfY2Yj6mdhvGQPO50Tvi45rGtnP/AC8y7+9Gi9uloQVFF/Je//GWeffZZzGYzbW1tWK1W5syZk/BjNptZtWoVX/3qV0u1z7OIw9P9o+x0T+A0GXn34hLOm4E+/2I12rDHmaCISEDOukNuRXzIgwh5Z0xO79Hj5Qov4lc2rMNqtFNrPECz3Zg2NggEzXZDyWOD4hEfM/fSkPuoNL4aVVMMgqKRYDSK3Wigo8Ke8rGawd0v93QzrypWxBfyd70yKj9L8aZ2XZ59+MNTOMwVdFQtzPs1y4V4c7vNOZjb7faUztROg7MMMXMxU7s4Z/q4iMeCGD7fgJS3GiwxyekRglJ1kpTbiih0Zs+NLxTxMXOaXHx4hoyljnY83Rebh89HsSOmeqH/MXlFiw1UcVL9GiosVUwEx9kxtKWg/XL7h7nz1R/y592/xB+eoqViDh9c82UumP8WTEpJhI55Q6k5GWpPlbLjTMkKU4flPLhigtoSmbWlgr1Fzn5HQzEmuFgMFi+lT4Zia4DVXwWjHca2wc4fwoHfAkLuf44Rdnkhh5i5Jqts3CfL6Q+qx+sFrriM+ExrnuCYbHxgAEcOUnTdpf7p7I8tAbKaQlYPQmRKHf1I4VtwrCIPOX2tvRGjYiIYCeD2p3aF16T07ZXzC1KipkKNbmyXWo5ebTETiqZev01LFygAfd4uAhEfNpODFld+STX3Hezj+ie3T7s9ObrwWEVRRfxDDz3E1772NbxeL11dXVx//fU8/PDDHDx4UP/53Oc+xw033MAnPvGJUu3zLOKgsfDXLGqj0lKaL6wGzdSu2lafyASO75XRcZZasKWXdismO1hVBn+yOy4nfqKk+5mMQp3p42E2WljVdAYGBa6dK3PMpxfy8oD0X6cvLqssp8ZeT4ttEgNRhvxBujPO6B8ZaJ+VMTVebml1RdqYw6vmt1BhNrJvfIpOXw0mg5nJ0DjDU/kVLEKIlHL63SPbAFhSe3JJTF0y7sP4HsTmLyJyzEHWJPW5KCpK6UyvIXXMnGzQFRIzF45GeU1tpJTW1E6V0jvnoCilWaQXBY2N73t0GhuvIdekgnTQYuZ2uL36LKPbP0IgfPR932cS/nCEl9TvS97O9Afvls2XunXTDMuMBiOntWwEYFPPY3ntkxBRXux5jJ+89FX2j+3AqJi4cP5b+cCaf6O5QhZIxX4eioKWG9/3cPpkBc2VvmaVZKLLBEVRpKQeSiKpF9EIDJZGSp8MxbUQln4EUKDvYTmWAHK9492HGN+LKNC/JSUyxsxpDvUDKEjzt8E4lvOgquaa73Iw7s9Bfag1UBytKMYczI8bzwYU8OzMzV+hBLhyfgud77yQx69Yz10XnMrjV6zn4DsvlFJsbXyiYX35Rj+OBLQmdciLyBIdZzQY9SZmOkl9zNSuNFJ6iH0WJ4IeQpHgtPuf7h/JaE6YkC5QADQp/bzqJXmt6fKKLjxGUdQ3IRwOc9NNN2E2y+LxAx/4AD//+c8THvO5z32OL3zhCzz++OPFbGoWcdCMI27b0cm9B+QJ+kMnlT5HOV28XLyUPqvMN87cTmPip0LetFKgUmBcLSAqCy0gVKxVF3hVvMBvzl8+rUNcafLx3rm7ePfSMhkCqTAoRpqc9TRaNXM7d1m3Vwi0z8pgQLLvmQpPp9nE21R39l/t6dXdoTs9+UnqO70+xkNhLAaDvj0hhJ4PX85oOR19j0iX5L5Hc3r4aXmY2+ly+qpSFvGy0J5MkRVfiLHdXs8k/kgUp8moNwPgODG1i4Nk49fKxXznPSkfoyUVFCqZXlTlxGxQmAhFCFKHS52/HZjMLrM8nvHysIdgNEqVOUKteZKGHJl4ycKr38sF16Z8zNrWDRgUI4e9BxOSADJheKqfO7Z9l3/u+x2haIA5VYv4yGn/zjlzLsUQ13Aq9vNQDJTq5VC3TjYwDt6V+kHljJZLRqVUXJHnMT4lxl6BkAfMlSWR0k/Dju9B8rI/4oNNN8qfZ68r3ba0Ai44iggnjlhVWyX76Q8N68foeDZel9O77Lk1TXOU0mtQrHVQvVxeGXw2p+eUAkaDwnmt9bxzURvntdZjNChSpTekjn4cT/PwII2hrarnVE6S+sxz8YdKbGoHMi3BYpQjo9pnLR65pgvk+rhkFJIPD3lGFx6jKKqIb2xsJBKJZeKecsop7Nixg8HBQf226upqqqur+exnP1vMpmah4r6Dfcy7+1HOf+AFPvLMa0QEmA0Khyayz9jmizFVIp3W1K46B4OJOHM7bY5RIPCFi8ulzoScpGU5oKmijXbXfKIiylzrnoQO8Q/WKXxqwaNc3jEzC7R6R1OCpP5oghBC/6z0TKWOl0vG+1VJ/e8P9NFYoUnq82NpNFf05TUVmA3yUDY42YPbP4LJYC7IACUXCN+AZGTG9+qxVfQ/qd+WialJNrdLuw0h2O2WzHhJmXizKqeP86VY4JILxENeX8os4kzQFpUn17oSlBeeXJihTNCY+CNoajcNmhy775Gy5CebDQa9YfP6mFefZ4w3SzsRoc3Dz3d6UBRyZ+I771FZ+LUoVakXfxWWKlY2nAbApp7MREMkGuHpQ3/ntpe/Rvf4fixGK5ctvob3nvJZ6hxHn9koCzU2/jEZsRcHEZ4Et2raOiNFfAkd6jV5d0PppPQJWPEFGZ2bCopR3l8iKGaXnOuHaWy8Jqf3Bt2sUj1f4ov4g3oR78itaao70+cxJ6271B/hZAzvXggMg9EGNauP7L6UA858zO1Uh/oUCpvxwBhu/zAKCh0ljM5MzopPRs7pAgV4R435hvR5+HzXdOVuLhwNKKqIX7VqFW9729v41a9+xebNMmv0xhtv5B3veAdutxuAX/ziF/T29rJ3796id/ZEx30H+7jq4c3TOkuhqCjLbEfMmT7GxAshcjO10xBnbmc0mPQM08kssqFiECsginfq1wzutvQ9jUEReoe43nQQgwLtlTMzc11nbz5qze184UkCEfmZPDghm3rZCs+zmmpYUuVkMhzhtXHJrOU7F68taFbF5cPvUln4BTUn6Z3jkuPZ62KsTEh9L0LunJiaXM3t+n0BxkNhDAosqiqd1DU5Yg6g1WnDajQQFoKuPJuB29KkA4yXKiP+KGHiQWU3a9dINv5gaja+WOiS+rEJXZbdrxn8naDQivhmizy/NeRQxAtff0wdMz81C69BM7h7bfDltOelPm8X/7f1WzzW+WciIsyi2pV89LRbWNd67lEr7VUql6isZRQO3Jl458hm+Tl2dKDMhOeExsRPdiGKaOAnSOmbSiul16C0XADrbk1957pb5f2lhPb/9yUWZQ5zBWaDlL0vqZT+Cto5zx+O0KuuA5vsUTVSV8kcqZtDRvw0NJ4tLz07ECmKtxnD0PPysu603EYBjjWUKGZOm4dvrujAakrtSVQoYuZ201lrLV0gnS5XQUbQFuIdtW90BwKBw1RBnT2/Zmk5mwtHC4o6+9xyyy08+uijvP/97+fss88mEolwySWX0NraSktLC/X19dxwww0AnHHGGSXZ4RMVmWY7NJR6tkMzsaiOK+Lx9UuDFMUErhzkOskxc2U2t4tEI3p8VsEFRBw0g7sx/zAHxqSkR4goh8cPADKzciYQb2738lBmFnemobHwLkt1zuyxoii8V82M/0t3AJPBzFTIy3CaeeNUSBVtFh8tVzYUwdTkam6nSennuxxYjaVjmzRp70RwXB9pMSiKzsbna24XM7VLLOKLkdOLSCBm9HQUFfGAHlFG38NlYeM1c7tEJv7ELeKjQvBsv1RWddhHMBusVObSnD14jyxSa9fI5ksGtFXOp801j4gIs7kv0cQrFAnyyIE/8fMt36J/ohu7yclbl72Pa1Z+vCTnl7JDm40feBIRbyo3k1J6VLdzWyMgpKdOoXBvV6X0rvJI6adBSbosA9LMxcezn/MqZHqCdrw9NOFDAE6TETNyLZUpUleIaN5yelDN/qpmXlI/DYNqEX+cSel15OVQL5s+w1P9RKKRhPsOlWEeXoNWB6Ri4nNJF7j1rBUFeUf1eKUqr61yft4pPeVsLhwtKKqIX7hwIS+++CKf/OQn+d73vodRXWz+3//9H1dddRVjY2MIIVi/fv20WflZ5IeZnu0QQuixYQkz8RoL71qUW0dU7zD2IqKRmLldqDzmdlq0lUExFhRtlQzN4A4kGw8w4hvEF57EZDDrbFm5Ue9ootHqxaREcQdDBTuJlwOaYsNkamIkEEIBFlc5Mz8JeM+SNgwKPNM/htki5a4H85DUJxeQ44Ex+ia6AIUldavy+yPyQLFMTbykPh3KYWoHsSZaVEQSRloWFhgzlypeDsgp8igtJruAqFyoW46uQimBje/8XclfP76Ib1Gj9Yan+ghGjl25XzHYMebFHQxhNyo0W8epdzRlXchJFv5heSXNLHwyNDZ+U88TPHbwz3gDHg659/LTzV/n2e5/IoiyomEtH1t3C6ua1pc0yrWcUFwLoPEcQKhO62p8o54PPzNFPBBj43M0AU2JgXgpfRnd/y3V0gXdtRiW3SgvLTXy9lIjQ8ycVsS32eVxeefYBIFIRJfSL6h0MB7MYXzQPyjn+hVzbHu5ovEceTlDLvXJEFN9MNkJimFmP68ziTyy4qustViMNqIiwkjS6F5XGebhNVRncajPmi6QR068N+Chz9tFn7dLH7N0ml36bd5AbmrUcjYXjhYUfRS0WCx873vfS7jNZrPxm9/8hp/85CcAuFzFF1MnOmZ6tmMqNKEuHGPdYCA/KT3I7rvBAtEg+AdiTHyZ5PTj+jx8gdFWKbC2ZSMv9T7BrpFtTAQ9dHtkvF6bax7GcszkpUCdvQmjImiyeujx1/DSkJtFORTKMwGNiZ+INgIw12XHYcr+f2lz2nlDewP/6B7iVe88Fplf5ZB7j76gzoSJUFhvZGhF/O5hKaVvr5yvG7gdjVhbX8XPyTwWUY55eACjwYTd5MQXnmQi6NF9KhboMXO5O9QP+QL0TQVQkDPxGvxhnz5ekRNrmgxN9umcd3QWSwuuhdEt0PsQYt7bUey5R55lQ7ycvsJSSYWlkongOAMTh4+quMSZwjMqC7+8SmBURE5SejrvVVn41SjVK3LazvKGtTy0/w9MhsZ5uuvvDE/1s3NYxs5VWKq4fPE1LJsJo8xyYMG7JIs6+AzCu1+ei0MeMDkhx/9PSVC5FAafKXguXkrpVTa4TFJ6DYqtAXHOr0AxoygKou0yECEUQxmk3Bli5rSseJsyRrXFjjsYYufYROI8fC4NU/2Y2pG/j0DTObD3Z+B+HREYkYZ3MwlNSl+9SnoIHI+IJ7tENOPaVVEUGp2tHB4/wOBkj87M+0KTutldOZj4Gp2JT08UXjm/hTfPbdbd6lscVjY01+VdJG/ue4onDz2QcNu2gefYNiBHac6dewXnzXtTTq+lNRc++dzrCURou9PGrWetyKu5cDSiqCrnqquuYtGiRXz+859Peb/L5Zot4EuEmZ7t0NjVSmt1okQrH1M7kAcjbeZrqhtHmeX0RRtqpUC8wd22/ufpHpdF/ExJ6QHsZidOc2WCpP5owWhSvFw+haeWGf9In4mokA71uYwKvKrGmrU6rNTb5MJKd6Uvp5RegympgaKYcmZq1sY51Kf7W8vFxEPqufhYzFzuTLzGwi+sdFBhjvWDte9gvKNtXpg8Ck3t4qBUr1BzuEvPxmsO9ZPhCF0TPp2N7zsK5uK1VJS79/XwRO/wjMTyaPPwCyvk9yFbRrzwD0LvQ/LK/HflvB2Twcza1o36da2AP7X5HD627pZjt4AHlIp50HSuvLLrf+HVb8nf69aWl81OhhYz5ynQ3M79apyUfnXJdisdFINFbyIqilKeAh7i1kfpmfjxwAir6lRzu9FxXTG1IFdTu8lOeVmRh6mdCsXWCJXLAHFkJPVaEd+wfua3PVOwNclRvGgAAtnVtKkc6jUWvs7eVBYSI5OxXTxSpQvki7UtG7lhzU1ctuga/bY3LXk3N6y5iRvW3KQnR+WKjNGFxziKKuIffVQax9TWHl2Sx+MRMz3bEcuIj72eiPhhQs6C58zEQ4K5XSwrvkxFfIni5ZKhLfBe6n2SXerc9UwzY/WOppi5XYZ56pmGW2XiB/1qvFwekWj/MreJWquZfl+YQ74WpkITDKXLNY6DbmqnsvCBsE+X4s/IgjvolpemClnAizCs+bacIcyCk3Mwt4vFy5VebaGd4CdSxMztzyNmLus8/HFkajcNmky796GS5kYnO9S3VMjo0CNdxMenolzz2FbOf+AF5t39aMnNVJOhFfGtVvk/rndmWXR13iu/izWnoNSszGkbmnSzo3IhinqGtZsquGzRNaxrPZdQJFT4H3C0YMG1gAE8r0lpNcy8NNm1CFAgMIRIEVOVFTMlpZ9paEx8yINIGjPUYubc/hFOUb1UXhkZjzHxlXlmxBd6TNWUD4PPFPb8AiGCHnC/Lq8cr/PwINURdvXYltNc/HRzu5iUvvQsPMRqAanSTT/aWwq4rFW0uOYwFUf2tVTMocUlfwqJ7SxFc+FoRFFF/Ic+9CGqqqr4wheyR25cf/31xWzqhIfRoPDtdZKZSjfb8a1180v2wUwZL+fZLSN7rPU5FSs6nOrceFJWfDkQ60oX70wfjxUNp2E12hkPjOILS8lxewkjPHJBXZy53eYhz4wwYblAU20czjFeLh5Wo5FrFskT0s5JydRocSKZoJvaqQubfaOvExUR6uxNWdm6kkBXpKyMNbS0yKYsyGZuN6WysFAuJl4r4qfHzB0Yn8rZNHHbcOlN7eSOdao7Oq+w588AlOqVcWx8aZ3qT1Lf89/u7aHb30hUSHf0I4V0qSg9k/6ypKJo6J7wcWjCh1FRqFSkOiOTnF74h6DnQXklx1l4kNLNn235Bne++kOEah3rC0/w93138bMt32Bz3xGO1yoSwjcAET/Un5Z4h6UuayRmKaGYHOCUTal85+KFiMDQzEjpZxqKySFVXJA2Zs7tH9GPs6+MxJj4hHi5nOT08wrbSW0ufuw1hDqyOCMYfhGIQsVClDydyY855DEX3+jQivh4Jl6a2s0twzw8gM3k0NOlMknqSwlN9TqL9CiqiP/2t7/N5z//eW655RZCofTd6tdff51f//rXxWxqFkCbZQdXt76Ey5TI3rlMU1zd+hJtlh0l21aqeLm85+E1JDDx8kRULiZe60pXllBOD4kGdyALFG2eeKZQb2+i3jKB1RBlMhxht6c85oD5IBIN41FP6p0T0kF3abVkj8X4HsTmLyKyLNi0zPitYy6mIuac8uK3J7HAMyqlh8SxktpT5e8jW3J+eiZzu72eSQRQazXrowKlRCo5/XyXAwXwhsIM+4M5vY7OxNcmFfFFmNqJkDcmJyxA+jmj0Nn4h0tWCN13sI8HD8sG6t37e7nu6WFuPXART/RHCUVye1/iUawEPlMqinZbqVNRNGgs/Mm1DgyKD4NiSGwqJ6PzXhAhqD4ZpSZ3Y0tNunnDmpt40xLp5l6MdPOogxaJqTnSa9j6payRmCVHoXnxY69J9dMMSelnHFoBlxQzF8uK97CiRhZQkomXa8Bc5PQiGoHJbnmlwGOqYm9SjQmjMPRcQa9REIZekJeNxy8LryNunZwNmpx+zD9MMBIgFAnSqzZqymFqp0H7PI75yh83GJ8CtaZ5g75uKeo1c1yTHksoSpN0ySWXEA6H6e7u5je/+Q0LFkxnJqempti+fTvRaLSYTc0Cudi4te4UIlHBnw7u4MnuTVSYAty4+gpaK9aX5EOuQS/iUznTF1rExzHxZZuJ143tSlfEewMeJoIe5lQt5qXeJwBp2KWxYxWWqoLkPfmi3tGMQYEOxyT7Jly8NORmec2R9ZyQHVkB2OmckEydzh73PQJjr8i8Zs2ZOAVOra/ilLpKXhkZ57XxNuqsezKau0SFSCjiI9EIe0clC760vvxFvBAi8btgsMKBX8PYK4hoJCfjIM3cbnMKbwNdSl9dURZjt1gRH9u2zWSkzWnj8KSf/eNTNNgzz7IHIhF2jsn9TJsRX8h3cEKdh7c1oiT7DhxlUKpXImpXw+g2ORt/0ieKej2N8U4uh8fDNn7Xu4YLd+3kgyty/3zfd7AvpZnPD7KY+Qgh6PcF2Drs4Y8H+nNORTmvtT7t4wqBVsSvrpHfp1p7U0ojUTG+B3bfFpu1XpD7LDxI6Wby8VuTbh4XWPEF2PHfUjWSDMUIyz87c/tStRT6Hsp/Ll5zRm848/iS0mtwtEolVxIL6zC7MBnMhKMhOhxhDAqMBGKEWbvTpDdj0zZNfb2yuWW0qzF/BaJxg1RQDDwN7ZcX/jo5QkT8MLJZXjmOpfQ68mDinRYXTnMlk6FxhiZ7CUaCREUUl6U60Yi6xKix1dM/0Y07h7n9YjE01Ucg4sdssHL5kndiSBfrmw9yXJMeSyjqaFhdXc0f//hHXX7Z1ZVe8ndUugwfY4hfbFy1UGHUcz8A+0ZfYW3LWSXdVmwmXi7MZOEic9JzNbXToWXFB8eoUAuz8hXxGgtYOjl9KqfM7vH9/GzLN4D8nDKLQZ0qE280D7MPFy8PebhuycxE3KWDFkMYNrQSFVBlNtIY6kKMK9D/pHxQ/xOIlovk7+bKlLK49y1p51PP72Db+BxOr+lkcLKPpoq2lNs86J1iIhTBajSwpMrJIc9u/OEpHGbXzIw4BIYkW6wY5InAYJaz8eEJ8O7Jqcmlmdu9rJrbxR8fd2umdnl4C+SDVHJ6kHPxhyf9HPBOsb4p8/dn59gEYSGotpiZU2FPuK8oc0ldSn90mtpNw/x3ySK+9yHE/HdIE6gCkInxlgNTgps3H+b9J63KaWQqXUNAk8BrkT9RIdjnmWTryDjbRjxsHR5n64iHQV9+rH+pUlHioRXxi10+QlPQkG5Mpu8R8KgqtOqVkAcLfyJAabkA4eyQrHsy1t2KUlk+5m4a4mLmko976SBEnCt94zGuikiHjFnx9QxP9REIj7G0qoKd6vmh0W4hEpW/mw0W7Omantox1Tm3uMSepg2w7xcwth0RdKOUI24vHqNbpdGbrREqZnZ08Yggj6x4kGz8Qfc4g5O9eirT3KrFZa21tLQE9www8VoKVHvlvKIKeOEbgJC61tHXpE9mXZMeKyiqiP/85z/P/fffz49//GMWLFiAyTT95aLRKM8++yz/8R//UcymZpEBu4ZfYXiqv2SzwJFoRF+I6/JFX590hlXM4MrP0E0xORGWGgiO4QzL4t0fniISDWMsYVc9GPHjV7OvS8nEr23ZqMu0D4zt5JGD93HF4mtpdc0DKKkCIhOqbXUYFRMttlFgPi8NuWdku5mgyaomIvJzsszQg/LSDxIfFPIkLiAv+ue017l2cTuff3Envf4q+v0uOt270xbx2jz8ihoXJoNBl9IvqVuFoUSxghnhVguGioUoRpmJKmpXS9OfkS05FfHJ5nbzVWM5iHemLw8TncrYDmCBy8mTfaM5xczFTO1c0xYNRRnbHQPz8PFQalYialbD2DbY/VNEeAIWX4+SZ5f/6f6RjIw3KAz4BRf97XmWVbuotZqps1lSXlaZTVkl8Nc9vo3vvrKf7aNeJsPTGVqDAkurKmh1WHm0NzvrUqpUFA3uQEhPoGi3DXFwKtGZPnFh9kTsic3ngXcfosCFWYWlinPnXjFjx/SZh2wIxS5nGBXzZdMzPCEZYkfqY3wCxl6D4JhslNauLvsuHhHY08fMVdvqGJ7qw+0f4eRal17E11nNjPrkd7PKVpu+eNOPqcWNJyn2ZoRrMXj3wuBz0H5ZUa+XFbor/ZknBgmokV2+AUQ0hBKfCpUCjc42Drp3MTDZw5BqcFcuUzsNeszcDDDx3aqUvr3YFKhU40Ihd9Y16bGCoiqodevW8Za3vIUPfvCDGR93/vnn8z//8z/FbGoWSdAWG4fHD7B/bAfPdj/Em5e+pySv7QmMIhCYDOZYVIVWuFQuKixqxdEOwTFsgWEUFASCqdAELmt1MiQfBQAAlkhJREFUSfYZwOOX3Uir0YbVZM/y6NwxTW55EFpd82ZcbmlQDNQ5GmkNyOJr28g4oWgUs2EGCtc00MYuRkPy/7OsoU1KNFNKNw2w/HMpX6feZuFf5jbxx4P9bBufQ6dnN2e0X5DysfGmdkIIPR9+ad0MMXCpxkpqT5VF/OjWnEy1NHO7LcMeNg+7UxbxS8tgagepZ+IhzqE+h5g5/T1IktJHRYTxgBsolomfl/9zjxQWXAubt6mzoqIgqV6uTPYTfaM80VeAs3cSJsIRnh90A2AzGlhVW8nqukpOra/i1PpKTq6txGEyEokK5t39KD2T/pQln4KU6JcqFUXD8wNjCGBRpYNIWH7f6uNN7dLNce+KW2cUsDBzWatmRFU147BUS/M0awO0vUEaAAaGcorELCUUgwnhWihVfZ7duRXxupT+OHOlj0cOMXN/PTTCg4djzbKd7knOeeAA59Y286aaTPFyqqldKY6pTRvUIv7pshbx0sjwRXmlobQq06MWllo58hDxga8/ZgidBtpc/MBENz3e8s/DQ6LRYrlRbJSzCE/BwJNgb53mNaFjpseJyoCij4i/+c1vsj7mjjvuoL+/v9hNzSIO2mKj27Of/WM72D7wAufPexOVJXBljznT18c6oHrhsrywF3W2y5zXqR4cZheToXEmQ96SFvGapKjgaKtjAHX2ZmoneqkwwUQ4ymujXk6tP3KskfZZGQzYgQjLWhfDgltTSzeNDrCnV4u8b2kHfzzYz/bxNvaPPpd2Ln57HAs8MHkYT2AUk8HMwpoCP5v5It7UTkPtGv0+EZ6SjsNZsLa+Si3iPVy1QJ6Qo0Kw2yOZ8HI400OMifeFJwlHQ5jUjn9BRXySqZ034EEQxaAY886qFUIcc3J64RsAow00hgoKkurlymR/9KQOGuw2RgIhRgNBRvzxlyHcwdzj0D66fC4fXT6PpdVOTGkagUaDwg/OWsFVD29Oy93eetaKksf1aFL6c5prGZqS7vcJzvRH05z3MQDF1oA451egmFEUBdF2GYhQ+bLPM6FyqSzix/dAS+pGrYYEKf1x5kqfAK2ID08gguMoccfOamsdO7zN3LvbAIQTnjbgj3Jv72ksqM6gnoqT0xeNxnNg3+3S/yXoQSmXYsWzUyr4TBVyROYEgKIoCEcbePdJSX2WIr5JjZnr9OwFBDaTg8ZsEZxFQhuvLbex3WTQy6hPRmG2V+a+FhBCyEjC3gdh4Ck5jgGkVR7N9DhRGVB0EW+1Zl58jI+P87WvfY2rr76aioqZdfM+EdBRtZA5VYvo8uzjhcOPcsnCq4p+zeR5eKBwUzsN8eZ2FrWIL7FDfdHRVjngSMst6x1NKAosrAjzitvEy0PuI1vEa/FyPiMQUQvP5PdVPYCGJ2DLFxHLP4PSfP6013pDewMtDit9U7DdU8HAZA/NFdNPZK+MyNc/pa6S3cPSvXZhzXLMxvIvSEUkAF419iTuu6A4WhD2Fjl2MvYqNJyR5hViSGVu1zPpZyocwaQoLKjM3ggoBHaTE4NiJCoiTAa9etNrYaWU7x/IIqcXQrAtDROvfQcrrTX5z1/6ByEyBYopN4buaECJpHobmutod9rSMt4gqDT5+LdVVXRUzUv7OuFolL91DfKWh17Ous2rF7Swoja7MeaV81v4w8Vrp5nkAXz9tKUZTfIKxTMD8nO0rt7B0Ij8PNY5Ys2Qo2rO+xhBfMGuKAooR6CAh/wc6t2vH/9SekAx2hDWeggMywLOEmtIu6y1/HMwcyF7+4EKvn6WmNZME5FgTKJfAiZecbRKJYV3v1Qetb2x6NdMie6/y8uqZTkZxR430Iv47OZ2DXrBLs8YrRVzivM8yAHV6lohEPHhD0/pkXOlhuZK3+BowW7OPlYoAiPQ+zD0PZz4v3O0Q+sbwLUAtt7EER8nKgOKescXLFiQ8ae9vZ3GxkYOHTrEj370o1Lt8yyScE7HpQBs7ntanwkvBsnO9CI8Fevm5mtqpyFFVnypze08ZYqXi4emgJgJN/pU0Mzt2uyy8Hs5hbv5TEEIwZh/CCHgoFcyBMuqK6RE01wde6Brobyt5lSIhuC17yAO3Dktj9xkMPDuxbLZs9XTkTIvfjwY4qBXfsZX1VbOfLTc+F7J/llqwJbEsGpRc6O5Rc1p5nabVXM7iEnpF1Y6yjYmoShK6qx4tWnQOxXAl2JOWkPPpJ/RQAijorAiKR2hqEaadoxxtGedBzxqsOILkvnNAPHUOxAvfxax43uIznsRg88gJjplQ0iFxniDXF7EQ7t+aePrDE5mzos3GQxcMaeJdqdt2uvEv15HnhL4K+e30PnOC3n8ivXcdcGpXNYhPTCe6i9e2p+MQCTCJlXqv6xSGuxVWeuwGJMIA1+yuu8EmJs9HlClFvHefYhoOPNjB+Jd6Y+RY0KhcKSei989bmc8bCf951th0C99NaZhqhuIgrkylkVfLBpVRYT23pQYQghQm/Mn3HdaJ7uyF/EWoy2BaEsYNyoTLEYbDnX9Xk42XpPSt1cuTBsLJ6IheS7d9u/w9Lth/y/l/81ol4X7ad+DM3+OMu9qcM6Rn3/XYlh2o7y01Mz4OFE5UBQT39nZmfNjb731Vr70pS8Vs7lZpMGi2pU0OtsYnOzhpd4n2TCnuO7otIz48T1AVMY+WQucfdQPTr04XWuB0hfxsWir0jnTJ0OM74G9vyjIvKoUqFfl6PXmfqDuiJrbTYUmCEYCeMN2JsNRTIrCwkoHiqECsfo/4aVPgrkKTv+RjLhRjLD3duj6Ixz4DUz1IpZ/MoEhet/SDv7rlf3snWxk2+Be1rdfmLDN7ZrZldOGkQn6JroAhSV1J8/MHx2nSJlmtlO7Bnr+Lufic4BmbjcaZ24XM7Urr2qpwlLFeGAswdyu1mqmymLCEwxzYHwqLUurmdotrXZiMyUWsMVkxOvxcsfQPHxGRtjkgrBX5lsH3ZJVTHw2wtYgF++ONt5qruL3qyv51C4zh/2xSNZ2h4mPzh3AFjlM30R31n3KJIHXPrGFSOCNBkWPkTujsZoHf/cEDx4e4sXBMc5oLGEayJAHfyRKvc2CyygLk5TO9D0PykuTExa9/4jNec8iT9hbY2keEwchjWpCSumfkVeOZym9BkerjL/yJRZwExFbTk9P6auR4ExfooK4aYMsmMa2TZP+FwPdrNLXJxVZIFMMxtUxpWPcRTwnaI2cHLLiQUrqNeVsKtViOVBjq2Mq5MUdGCmbL5Q+D1+1YFosnJjohN6H5PVQHIlVvUIW740bUJI8sY6qcaISo2g5/W9/+1vWr1+P0TidjXC73Xz2s5/lu9/9LjU15SusTnQoisLZHZfwp1138OLhR1nfdmFR0uLYTLzqTF+slB7A3iSd7aNB6tTFY7nk9JXlnIk/wjmT9aqktNbUB6zg1VEv/nBkWjE1E9Di5aaE3KcE9lhzL7U3JUo3l3wQ4WiF3T+G/kfBP4BYdbM+W7esuoK1dXY2j/j4S7ePD52aOBe/PU7GrbHwHZULcJZoIZEVmb4LtacABpjsQviHULTvTxpYjUZW1rjYOjKum9vtnrEiXmXiQzEmXlEUFlY62TLsYf/4ZPoiXn0PVtdN/597immkldKA6YggSaq35ptyYT7VKxmCqR4plZ3qlZfhSTlC4B/UGz9XAm9uUXja30pfxEGLcYoNtl6MAVmK/9/EoZz2JJ0Evt1p49YsOfG5YEGlk/csbueOPd385+Y9/P2N2cdHckVsHr6GEZ+UVSYnrwjPbhhVRwbWfhfFNf+4Wpgdz1AUBVG5RCqWxvekLeITpfSnzuxOHgmkYeLnuapzenpKX42J0h9TFUcbomIBTByQDvJtbyjNC6ccTcqebHNcIceseG/Aw0TQkyA1j4gwfV6p1KqwVJVNLVptq6PH21m2mLlINMzE+D5aRIB5BmMsFq73IcTottg6AaQZYOtF0HIJiubunwZHzThRiVFUEb9ixQquueaatPfPnTuXz33uc7zvfe/jiSeeKGZTs8iCFQ3reOzgn/EERnll4HlOaz234NfSnCd1qY7mTF9EEa8oRoSjBSa7qBNSIllyOb1mbFdiOf3RlDNpNdmpsFQhhIc6q5GRQIRXRsdLyoTlCj1eLiqzsRMKT580o8I+vVhQ2i9H2Jth+zfA/Rq89CnE6q+iqCMXHzxpIZufeY2Xxprpnzic0O2NN1TbPfIcAEvrZ0ZKL4SIM7WbbqKnmF2IysVy1nN0K7RekvU1T2uoVot4aW63q8ymdhr0Ij6QHDPnYMuwhwPe9GM56UztAMaLyojXmPhjw9RORwbnb8XklEVKUqEihJALVL2475GfmfE9GBXBefbERZxQDPzJUMPARE/O0ZxXzm/hzXObebp/hL6pAC0OKxua60pmQnfTmkX8eu9h/tE9xKbBMU4v0THomX55HN/QXMfwlPyO1ycbNu2/Q162XITikp+X42lhdtyjaqks4j27of3y1I/RpfTrj38pPcTFzCV+9ze21FFtDuAOWUgtLxe0O+2px2MmO+VlqRujjefIIn7wmZIU8UIIyaL2Ppj6ASeKWaVWxAdHMxrkbu57iicPPZBw29/23qX/fu7cK8qWsqGb2/nLU8T3T3Tz8aBaqG+/JXZHxJdYwK/+T6g97cTyTEiBooYuX3311ayPufTSS+nv7+czn/lMMZuaRRYYDUbObL8YgOe6HyYqolmekRr+8BS+sCwkaux18uA6vkveWQwTD7qkvirqA2AqKeKqGAghYu70pZbTP3ud7AZvujEm39HMqzbdmD7uqEyodzSjKLCsSn59j9RcvMbEj4ZkMZdYxA/IyzTNDaVuLaz7npwr9/XBS59GjEpm/Z2L2rAYogwHXTzQuSvheZqU+6Rqmz4zP2Pz8P4ByQwpJjlTlQr6XHxukvq1qimhZm5X7ng5DRVmNWYulPgdzMWhPl28HMQ10vJUw4hoOCYhPMaYeMXWAOf8Ck7/AUr75XD6D+CcX2VUYiiKgmKpRqlegdJ6Ccqi96Gc/kM5epLq8af9gH2WRiIirLu15wJNAv/ORW2c11pfUhf5hZVO3rVYLjq/tmVvSV4zKgTPDsSY+FTO9GJkC4xuk9/DBe8qyXZnMcPQVGxpzO1OOCk9xMXM9Sb4xRgNCtfNH0vzJPm4H6QbjylRRvw0aO/J6FZEkWSMCHpg+1fTF/AgzSqzJBkcD1DMFbFxoAxs/NqWjdyw5iY+eOqXWdd6HgBvWvJublhzEzesuYm1LRvLto9azJynTDFz3eP7uc9YRzSdH4JihBVfQKk/44Qv4KHIIj4XBAIBpqamuO+++8q9qRMep7acjd3kZMw/xM6h3My1kqGxq06zC4vRJmWfIS8YLNLhsRiocpcK9aBfSiZ+KjRBOBoClJLG1gGZzavUA8pMok4tjBc4pUz2SM3Fa53YgYCcP0oo4v2q6ZQtfaScUjEP1t0KVcvkfOTWmxC9D1FpMXN+s/x//+5A7EQRiQpeVWfiK419REWEOnvTNKlt2aApUlwLUdKNq9RJvwdGtyJyaKTFm9t5g2F6VOnz0qrsjqzFIGZsl9gAihXxqR3qJ0Nh9qhqgdRFfIFM/NRhEGEZQ2hrzO+5RwEUg0WfOVUUpQSSbmXa1RZ15rHXm5ukfiZw06mLMCjwQNcgm0twHNrlnmA0EMJuNLCixqo3ZrXvuBAixsK3X46SIbJyFkcxtCJ+sksa5ybDvUOV0jtj8Z3HOxwtgCLnwYPuhLsuarXzttaXabAmmsFWmnx8ZGFXyvEYoY3rQGni5eKgODvAOU8es4deyPr4dBAjL8MLH5ayfMUEHW/VtpB0eQIhB0m9y1pFi2sOrZVzObX5bABaKubQ4pI/5TRejjHx5SriD/CaoYJDdetTP+AEaejkiqLk9E899VTG+0dHR7njjjvwer20trYWs6lZ5ACL0crpbefz5KEHeKb7nyxvWJu3mck0UztNPly5uHhJm8rE24NyoT8Zmiju9eKgFQ8VFpeee10qZDSvWv7ZGT+gaAvaFtsYUH/kmHjVO+HwlAGIJjHxahGfZZGtWGsQa74jM58HnoId30NM9fD+JafxYO8hnhmyMxEKUWE2s398kqlwBLvRgD8gTcJmSkoP5OYNUbVM5oYH3VIe7lqY8SXjze0eOiz/n412C7W28sqCU7nTQyxmLh0T/9qYF6HuY7Mj0XApEPbp6Rh5G9vFmdqVzIDpWIQuza+Xi7jIlJwJtlTTXDGHg+7dqpnj0YHFVRVcs7CN3+7r4atb9vLnN6wr6vW0efj1TTV41ALEYXbhMKvHlsFnZUKE0Qbz31nUtmZx5KBY6xDWBjl24t0HNasSH3AiudKrUAwWhK1RKr6meiBOUVhtq2O5q5+rFwxRX/0v9E0FGJvawcDoX1nZkKbJoSVZWOtRzNmjJPNG0wY40AmDT0PrxXk9VUSCMm+++355g3MOrPyidNEfeCLlaNIJA0eb9IPIwaH+SEBj4t3+EYQQJT1fCyHo9uynLRpg3simpHuPn1i4UqKoIv68887L+gZqsqCvfOUrxWxqFjni9Lbzea77IfonujkwtpOFtdNndzNBz4i3JxXxxUrpQY+ZswSGgMqSGtuNl2kePit2/hBhb0ZJMSNdLmhFfLWxB6hnp9vLRChMhblon8q8MOYfJhA1MuCTjPPSalkACiHi5PTZmTLFaEWs/DfpWtx5D3T+jisbeqgxL2Es5OBXu3bwsZNPYbsqpV9R6+LA6GsALKtbXfo/LB0yzMNrUAxmRM0qGN4EI1uyFvHx5nZ37pMn7aVV5ZXSgzS+gelFvBYz1+n1EYlOzx3ONA+vSentJqdU8eSDcsk+jzHEu+iy60cy7aDxHBRbA60u+b/RzIuOFnxlzWLu2t/DXw4NsHXYw6n1hbNAMVO7WoamZCNQc6YX0Qjs/5V84JwrUU6khf3xiKqlMDgk5+LjinghoieelF6Doy1WxNfEsuG1wskbGOEqNSHiof3PMzSWwci33MfUpg0yZWZkCyI0IaXgOUBMHIRXvxOb12//F5n2o0ZIHq8u4jlDT3LKzaG+wlLFuXOv0M/p5Yb2WQxFA0yFJnBaStcgGg+MoQSGeXtkCIWIPA9WzIO2S0/Mhk4OKFpOX1dXxznnnMPGjRsTfs4991wuvfRSPvzhD/PII4/w4Q9/uBT7O4sscJgrOLXlHACe7c4wY5QG05h4t1bEl6BIVQ9OhuAYZhElFA0QjMtKLgaeYgy1coGlWuZPgpSRuRZJ+VfUD1u/rM9zzwQ0h/pIuJc2p5WogK3DM8vGh6MhxgNuRoLyxN1ot1BjVU+0wTGIBgBDztJoRTGgLHqvNK9RTBiHnuGDlXLO9o498mT2yohs+iyoiBKI+HCaXbRVzowJmoj4pZEPZG9oafLPXOfiVUn937ok81huUzuIL+I9CfOXHU47ZoNCMBqlZ8o/7XkZ5+GLipfrVHfsGDO1KwN0aX7DmfKGkZcQIkpLhTR4HJg8TFREjuAeJmJpdQXvWCiVdsXOxmumduc01zI8Kefh9fzjvkdk7rW5Eub+a1HbmcVRgEo1Lz55Lt69A4KjJ5aUXoM2F58UM6dJmN2BmIR5PNvokuZM75xX0l3UoDjnSAZdhONy3dNDiCii60/w4idkAW+phtVfRVn2Ub2Ah3KMJh1j0OX0uRXxLmsV5817U1kl9PEwGcy41ELaXWJJfc/YDt4RHqSCiFwLbLgTTv9hzl4zJyKKKuItFgvbt2/nySef5PHHH0/4eeyxx/jb3/7GT37yEy64YHZ+YSZxZvtFKBg46N6V9/xkfLycCE/G3CBLwMQrZpfMDQcaVVnMVInm4vV4uTJlxCu2Bqg7TV5pPlcaUG28Wy4yIn7YdrOc75oBVFlrMRnMRESYU2olczrTknp58Ba4w9VAsqmdNg9fj5KDi3Y8lNaLZTSXqYKPOLahINg8IjjY+zqvHJALhVqT/IwuqVuFQSm7rYeEZzeIqJQmZjuJaOZ27tekbDAL1tZXAxCMSkWDSVGIRAuXjYnxPYjNX0SM70n7GE1OH46GCERixbrRoDDPlX4uPrd4uWKK+Hn5P/d4Re0psnEYGIHxvdTaG7AYbYSjIYYm+4/03iXgK6cuRgH+1Nmvx0Dmi55JHwe9UxgUWN9YzbDKxNc7muX36MBv5QPnvV26/s/i2IZubpd0nBpUxzRPICm9jjQxcxr7OR5wE4mGgRyaprozfRnVTY2qUkIbf0gDERiBrV+BPT8FEYL6M2D9bSj1p5dv345V6FnxPQkN9qMJMUl96RzqhYhQe+BXNBMiYLDD6v9EsVSe2A2dHFDUCvgjH/kIzc2zxjJHG6ptdZzcJA+O+bLxOhNvr5eFCwLszSilKo5Vc7tWozQuK5WkXu9KlzMjXltsVC6VBxSzC065RZ6QokHY9p+IoefLt30VimLQze2WVMrCb6bN7bRmjzeixsvFS8D9qpTeVljsnlKzCtbdSluFjQvsshv9ny9s4jmvVEIo4Rl2pYe4sZJl2R/rnAPWOvmZcL+W9eHjwVDC9f/deYh5dz/KfQdzdyFPQN8jMPYK9D2a9iFmowWrKnlPZ253IGkuPioE21VjwUymdvk20kR4KvaZmWXidSgGS6xxOPQ8imLQ2fi+HPPiS410DaKTaly8bYFkEb+6JX3zKBOeVVn4U2orqbSYE53pDz8gpZTWemi/ooi/YBZHDSoXAwr4BxHqKI6U0j8r7288waT0EOdQn8jEO82a14/Qx5ayRuqWISN+GrRxh5EtkvRJATH4LLzwERkpaLDCso/DKbfMjsOkg72VdAaHRwu0Ir6kMXP77qDJ100Y6Jn/bpRj0OD2SKCoIv773/8+ANu2bWNyMvEL/Pvf/54XX3yxmJefRRE4u0NmVO8Y2sLI1EBOz4mKqN7drbbVl3YeXoMqqW9UZIexVA712n5XlklOL4JutdBQ5CyfCsVogVVfkbmpIgTbv44YyGz4WApokvo5dllovTzDcnrt4J0yXk6LwCrCOVpxtmM85Wbmmd0A/Gq4gZGoLC7v6lrMgLeRBfYUubjlgif3sRJFUXKOmrvvYB//tmnXtNt7Jv1c9fDmnAt54RtAjO9FjO+F/ifljf1P6rcJ3/RjQNq5eJ2JTyziO71TeENhLAZDygi88ULl9BoLb60rjwHTsYzGs+TlkMxL1xzqj5i5XYYG0c1rJBv/x4P9vDqaPxv/dNw8fCQaZlRtFDZYq6RXBsCCaxOkt7M4dqGYHLpPjt4g9+yQyhOjA+pOPXI7d6RgjzHx8SysoigJ7GckGsarNl9TFfEi6JZjbSiyqVwuOOeCo0OufYYS1/si7EPsuBW2fw1C49If5oz/QWm/4sQ2L80CxWiJjSEeA+Z2pYDofQgO/QGAPxvrqW85rySveyKgqCLe7/dz8cUXs3btWt773vcm3HfZZZfxpz/9iY0bN9LZ2VnMZmZRABqdbSyuPRkQPHf44Zye4w24iYgwBsUg2bQyFvH1QrKPJSviy21s51ELLWfHNCmnYjDDyi9B8wUgIvDqtxG9j5RnP1TUqWZPDRa50N3rmeT/dnbxRO9wUVLsXKEx8QN+yeamjJcrMv7pT4/fyu3jK0l2JB2P2Lit93T+8sg3i3r9XCGEiL3/1Tl+F/S5+PRRj5Go4JPPvZ7Sb1W77VPPvZ7b+/nsdTI9YdONEFIbOiF37LZnr5v2lPQxc5pDfWJjdpsqk15RU4HZMP3Uoc1r5v0dnJXSp0fdOhljOdmFmOqh5QiY2+XaIFpR6+KqBXJ+vZDZ+HhTu1HfIIIoFqMNV/9jsghwtEHLJaX5o2ZxdCB5Lj7Blf4ElM7am0ExSE+ZQGKBVG2NFU7jATcgMBnMseSGeGgsvL0ZJV+T0TygKEqMje/5h67SEZ7dsOnj0PtPQIG5b5PRYFrTZhaZ4czP3G6moXs0lICJF2PbYecPAXjSUEW3vb28itrjDEUV8f/93//No48+ihCC+vr6hPucTiff/va3WbNmDWeffTb9/UfXDN+JgLM73gDAK/3PT1uop4LGrlbb6mU6ZzmKePXgVBX1AaWR00eikVhX2laemXi9iEsjp1YMRljxWWi9FIjCjv9GHP57efYFqFcL5BcGJzCqXe0PPr2d8x94oTgpdo4Y8w8TFdDjk4eQxJn43J3p0yESFXzKc7lazCZ27YV6/dOey2ekYYGvVxbGijmr27wOjYn37pesSAo83T/C4cnp5nEaBNA96efp/hy63Su+IIu9VFCM8v4kpGPiY1nxiUx8JlM7AI+/wEaaVsSXyYDpWIZiroCak+WVoed1h/r+iW6iIjozO5FHg+jmNYsB+MOBPl4fzf3Y7gmG9PSJeGf6dlstdN0nH7TwOnmcncXxg6pYEX9Cu9KrUAwmsKnnzSQWtiqO/Yz3H0nJak/OgJReQ6M0Usb9ulTp7P5fePkzakxePaz5Nsri9594/gbFIIes+COJUjHxYqpXKjVEmKGKxTxpqKKjckEpdvGEQVFF/G9/+1s+9rGP8fzzz/PjH/845WM+85nP0NfXx0033VTMpmZRAOZULaK9cgEREeaFw49lffyYXzO1q4fJbghPyhmmUs6pqky8KzwBQpSEifcG3YDAqJhwlkuOO64W8ZXpZ6IVxQgnfUJGpiBg1w8RXfeXZXfqHc3s8Dbz431tRJLMT/KVYheCMf8Q7pCDUBRsRgNzKuyxO3PMiM+Ep/tHOOwXJBfwGgQK3X6RW4FbLLSEhspFObNDirUm9r0Z3ZbyMX1TuSUz5PI4peUCWHdr6jvX3SrvT0L6rHh1Jt6bexEfFdFYzGO+XXTdgGlefs87UdCgSeqfp9beiNlgJRQNMjI1Q43xPBpEJ9dWcuW8ZgTw9a25s/EvDIwRFXKUo9VpY1gdyTkzPAIRH7gWx4qFWRw/0Jh4z+4kKf0J5kofjzQFnFY4eZKK+JTQG6PljewUvgGIhsHWAKhNRc9OqUisXSPd52tn0LvmeIEeM3d0FvE1OhM/IptvBUCEJmDbf0DIC5VLeNyxCBSF9sociZJZAEUW8VNTU/zoRz/ijDPOwJBCXgnQ0iLldX/5y1+K2dQsCoCiKJzTcSkAL/c+gT/sy/j4MV+MiddZ+MoleTuMZ4S9BRQjRhGmkghTJWDiY/Pw1ShlcCsXIgIedWYvi7GZohhg6Udg7lXyhj23ITrvLfk+Vdsa+OfgypT35S3FzhNCCMZ8wwyr8XJLqpx6nriIhkFtBhVTxJeywC0aeczDJ0BbiKaR1Lc4cpvtzfVx+UJj4ieTVDrz1Zn4sUCIsUDMXf+V0fRF/ETQgyCKQTHklVcrhJiV02dDw3p56d6JEhrX5+J7Z2guXmm5AE77Xuo7UzSI/n2tdB3/3f5edo7ldnyPj5YDGJ7qp0qEmT+5Xz5g0XvLcmyfxRFGxTwwmCE8Adp5smH9iSml15A2Zi6OidfWPFkz4ueVYQfj8Ox18NInYuf8eIxugRc/Wt7tH6/IM2ZuplFprUVBISLCTBSwhhfRCLz6TRkZaq2HVf/OITVJq2O2iM8LRZ0V7XY70WjmLsxjj0kG2O9PLxudRfmwpO5kGhwtBCJ+NvdmNlxzx2fEa4VLrjPAOUIxmGQhD9SJUEmY+PFyz8NPdkunUKMtp862oiiw6HqYf628Yd/tiP2/KWlcyItDk4yH7aRnqvOQYueJyZCXUDTIcFCqHhLn4YeAKBgsYCl8tOFIF7gJKHSsRJuLH9mS8r3f0FxHu9OW5h2U72yH08aG5lwN/OK2oe+rQY91TIbGxHuTinin2USzXf5fNUm9Jxii0yubgKfUps+Ir7TW5Bf7FxyV884YymvAdAxDsTWCaxEQhaEXaXGpDvV5xocWBe07kIze6X4rp9RV8pZ5TXmx8bF5eHnMGJrqY2PEjUFEoOaUEy8v/ASBYogbURreJC9PUCm9jiwxc+5APBM//RwrhJg5OX0BY1yzyAH6Z6BPkkhHGYwGo55CU9Bc/J7/lU0eow1W/ycj0TC+8CQmg5nmilnfhHxQVBF/0UUX8b3vpenQAzt27OCGG25AURTOPPPMYjY1iwKhKAbOUp3qX+h5lHA0lPaxifFyZZiH16BKhepEuCRFvKfc8XIe1XTHtTjnmUxFUVAWvhsWvU/ecPBO2PeLkhXyR5Kp1kztxiPy/53S1M7WVBRzVvoCtzCI8FSM1ci3oVW9UrJMgeGUHXWjQeEHZ60AprditOu3nrVCVzlkheYOXLkMTv0mGOxAVHa7UyCdnB6mz8Vr2d8dThu1tuksWcEZ8dr/1tE66zqeCQ3q+XPo+biYuRl0qB/ZLC/N1bDsRsmeABz+S8qRoZvXSDb+nv297HZPZHzpYCTKi4MxJl6IKEx0cYpQjRUXvXfWzfp4hpYXD6CYoHbtkduXowFpYua0It4bcDPmGwTSrHkCw3IUUjHGisEyoZAxrlnkAFuDXDuIUGqVQxmQLj40HTRzu3xj5kT3X2RkKAqs+CKKayHdHqm4anPNxzjre5IXiirib775Zr773e9y+eWXc9999/Hqq6+ybds2/vjHP/L2t7+d1atX093djclk4qtf/Wqp9nkWeeLkxtOptNYwEfSwfSB97J8mp681OWBSXSCWo4hXze3qCZXE2K7QfOqcMZ7Z1C4TlHlvhyUfllcO/QF2/2/BM0TxOJJMteadkDJergTz8JCtwJWNkLwK3EIxvhuIgq0RxZpfw0AxWqFa/g2MpJbUXzm/hT9cvJY2Z6KDcLvTxh8uXsuV81ty2paIBqHnb/LKnLeimOzQdrG83v3XlM9JZ2wHsCApK35bVlO7Iov4WSl9ZmhF/OgWWtRkiv6J7pIcS7JBBMdjvg6nfh2l/XI45zcw7x3ytj23IQ7/LeE5a+qreNOcJqICvpGFjd864sEXiVJnNbOsugJPYJQN4WEMgGg4E6Uc56BZHHFoqQeYq2M3KgpMHkobi3lCQIuZ8/UlfL+d5kpMBjMCweHxTiDN8VZzpne0z7CZnJJ0OYtCoShGNS+emZPUZ4gPTYVCzO3EyMuw+zZ5ZdH7URrlea17XBbxs6Z2+aOoYeempiYefPBB3vKWt3D11VdPu18IQWVlJb/85S9Zv359MZuaRREwGkysb7uQhw78gee6H2J181nTJK/BSIDJkFyo1wTVL6W9FcVSXfod0pl4KacXQhTFtIwXWkDkiizO9NmgzHkLwmCBXT+Cw3+BaBBx0o3g3Q97fwGLr0eJZyNywIbmOhptCoP+KKlOmgqyECwHU601e1LGy+lFfFPR27m41cHPz5nLzZt76POF9dvbjRN8a7GXi1tnQHbpLlKRUrtGFkCjW2DOm1M+5Mr5Lbx5bjNP94/QNxWgxWFlQ3Ndfg2K/ich6JYMaePZ8rb2N0H3X2B4E8I3gJL0nmhM/FTIS1REE44JyTFzWZ3ptUZa3hnxB9WdmZff8040VMwHWxP4B6j392AymAlGAoz4Bql3FNcwy4r+xyUjVLEQpXIRIJVGYuF10sDq0O9h148QBgtK68X60/5j7WL+2jXAnft6uHnNYhZXpYjCIialP7tZOm2PD27iJDGFAJSF06MRZ3GcIEXsJdGQTDzQcNE/Z25/jhbYG6UiIaqysOpxW1EUqqy1jPgGCEWlwi7lmmemjUIt1XJ0ztoAbW+AngchMCRvn0XhcLTJsYjJHqg7rSybEL4BdZyNxPjQlovk7+bKaesGDbEiPjcmXkwcgu3fBKIyKlTzjQK6xw8A0FE1Ow+fL4p2LDvllFPYsWMHv/jFL/jHP/5BZ2cn0WiU9vZ2zjvvPD7wgQ/Q1FT8gn4WxWFNywae6vo7I74Bdg9v46SGxBlDrZtmMzmwaAvrcjEgzlgRHxURAhEfNpOj4JfTMuIry1DEi7Av1tkusIgHUNovk4X8ju/J7NRoEEzOWOczzyLeaFD4j1Mb+djz/chZ6FjBV5AUOw+M+YeZipjxhGTRt6TKGbtTL+JzY5AzYXPfUxweeoAPdsAhXx0TYSsrDB5utuzEEzSyubeZ8+b/S9HbyYhix0q0qLmxVxHRcFqTSKNB4bzW+pT3ZYMQArrvl1c63qRvQ3F2IGpXyyZCz99g0fsTnucwu1BQEAimQt4EQ7pkOX0mUzsogZx+tojPCEVREA1nQvf9KEMv0FzRweHxA/R5u8pfxPc9JC/jCnR9nxa9Xx7Luv8MO74vC/nmcwFY21DN5XMa+VvXIN/Yuo9fnrc65cs/3RfLhweoPHw/AIfsc5g/+7k4frHiC7Djv2UjKBmKEZZ/dub36SiAohgR9hY5BjXVk9AQr7bVMRKnUEipPpwhZ3oNiq0Bcc6vQDHLY0LbZSBCJ7Y5YSkwEw71qRppWnyohjSNtOo4h/psEEEPvHKL9JaqXgkn3agTd77QpJ5G0j7LxOeNkti92u12Pv7xj/O3v/2N119/nZ07d/Lwww9z0003zRbwRwmsJhvrWs8D4JnuB6fNZmtzzuU0tdOhHpyqiWAS0aIl9WWdiR/fA0TB2pC3nDoZSutF0rkeA/Q/Bj3qwbH/SSkfzFNCeO3ihbyt9WUqTYmmkY12S15S7Hwx5h/SnennVNhxmuMKUz0jvvjv/dqWjdyw5iY+vPYmPrH6Mk6u7OWtp1yBwWCiljDrKsscnyOixRfxroXSWC4yFRvLKDXcr0lVh8EKrW9MvK/9TfKy50FEJJhwl0Ex4LRIc8LpMXOyMXPAO0U4GuU1NfM7lakdFCanFyISG9spZYzl8QpNUj+8iVa1EdqrNRjLBOE9ID9bigmaz592v6Ioclyo7Y1AFF7/DmLwOf3+f1dz43+7t0dXdSS8vhBxpna1iJEtVE11EQH6GzaW5W+axdGB2XnqDEg7Fx9r9DrNLszGFIWydkyYwQaYYrDoRZmiKLMFfCkwEw71mYwJAYwOxOvfQww+KwmtONTkyMSLaFBmwfv6JLmz6uaEMY/DKgtfZ2/CYU6t1ppFepSkiB8bG5t226OPPkpvb2+KRxePTZs2YbFYeOKJJxJu37lzJ5deeikbN27k7LPP5sEHHyzL9o9VnNF2PiaDmV5vJ53uRPMK3dTOWhcnHy9TEW+uAjXPvY7izO2CET/+sGQLUzm1Fo1x1dSuamlpXm/3j9HzVIVqMqh1PjfdmLozmgaV1mpOqRrjUwse4f6LlrCuXjKpH10+r2wFPJAQL5cgpYc4Y7vi2UGXtYoW1xz5o5p5NVUtQqmX0jKHe3vR28iIqR4ZfWSwgKuwDrGiGKB2tbwysrV0+xYPzVis5QIUS1KRXb9eyhxDHhicnk6hse/eQKJD/QI1Zq57wsfrYxP4I1EcJqNe3CejoEbaVJ9kcQ3Woj0UTghUr5THzdA4C41ywdzvLbO5Xa/KwjesR0kTHagoijS7a74QRBRe/SZi+CUATm+s4dKOBiJC8M2t+6Y9d7dnkpFACJvRwJq6Sth/BwAvG1xUVOenTprFsYzZeeoEZHGoB6iyTScVEhujM8PEz6JMcGqfgfIx8RkbaQabJB/6HpJF+FNvQ2y9GXH4AYR/SG8oeQKjRNN4swghYOePJNFgdMApt0w7j+jz8LNS+oJQVBEfjUb5wAc+QH19PR/4wAcS7lu6dCmf//znec973pOyyC8U4+PjXHPNNYRCiS7re/fuZePGjbz3ve/lqaee4vbbb+dtb3sbDz88PQLnRIXTUsnq5rMAeLY7USKjFfFtJmNcnNq8suyHoiiJc/EpjLVyhccvP1tWox2ryV6S/UvcQHHz8NNQwkgWRTFQ52jEoMCySh/vXyYL3Ud6Coj8yBGhSBBv0M1wQBbvS+Ok9CLsk3PZUN6irEGd+R58pnzbgBgLX7mkOIMgTVKfJi++GAhfPww9L690TJ+5VwxGaL9MXul+YNr9FWbVoT6UWMQ32i04TUYE8OdO2ZhZVetKOZ4RCBfYSNOl9HOkkc8sMkIxGKH+DADafFJ+2DfRVTZzOxENyXl4mCaln7ZvigGWfwYaN4AIw/avIVQzvP9Qnep/vecwB9XxDA0aC39GYzWWkedhfC9BFJ42VNHgKF8jchZHCbR5atdi2QhyLZbXT/R5aq2IT5MVD3Icahp8AxANyMbzbGP02IYmp/cPTlPRlRfqOX7tt2DNt6DjLZJBj4Zg5CXY9T/wzLtxbfsK50U8NEV8eFUlngbN6Z7d/wt9DwMGWPVllBSNJX0efjYfviAUVcTfdttt3H777Qgh8PkSpRbt7e3ceeedhMNhNm7ciNdbvAs5wI033sgll1wy7fZPfOITdHR08I53SMfcpUuXcvXVV/OBD3xgWsF/IuOs9ov5/+3deXiU5bk/8O8zezKZLGSBQAhrWGQRtSAqBgURj2Jp3aie01p/1rZWPHaRUrtqa8up2xFPPe6CVmqPWxVtRcUKirgU3FGQLRAgZE9mssz+/P545p0l6ySzJ9/PdeUK8847M484JHO/9/3ct4DA/ubPcbwtNHpKK4kZ7QuUPOZOi3qc2qBENLfrewRRX0IZwPhn4aWUcQ/i411CqO2Hbeg4jiVl6sroO7XNcLi9fT1s0LT9T80edTU1crxcoJTekAMR57KoHFMeFo5bpjLHxaeqCx7thyDbex6fFhfxGrNYGOg/Yd8D6e1eUhyTIy8C8AMjToLorXxy9HmqHNq+W3WDDtPbmDkhRHBf/LMHVcDY2354e+DfoMWQPbALaVrvDStL6aNWrBrEZrV8Cj30cPmcAx7xE7WG91QFh2kEMKL/xkpCpwdmrlZl/3438NFvIFs+w/yRBTi3rBheKfGHjyLff8GmdiMLgP3rAQDv6nLRIQwojMOWHEpvwlIMLHgMmLdWTT2YtxZY8Jg6Ppz1M2YOALL0kRNNAITth+eF0YxnzFN9kyCBzsRUNQNQF8xEIElRdGroQpq5CGLESRBTvw+c/igw/wE1MjnvBAACou0AKv0tuMZ3HNnv/wDyi7WQ9e9B+lyhTvdHNqrnnfp9iB6a8/mlD0ft6nMAO9MPTsxB/PLly/Hkk0/i/vvv7/Gcm2++Gbt27cKvf/3rWF4KALBu3TrMmDED8+bNizh+4MABbNq0CYsXL444XllZicOHD+PFF3sesTQcFWQVY0aJ+sf09uHQdoPgeDlXoElFvDLPvdHGzAU61A+WPdDULiGd6V0NgLsJEDrANjn+zx8H2gfdhs5aTMq1YqItG14psbUm+rEfA6EFDI0elQVIxHi5ntjMeThr/IWwmfMgjDag4ER1R93bcX+toJbP1fcYg3hhKVEXraQfaPo4DgtTpLcz1Fdh7Nd6f31zAVCyQN3oMm7O2seYOa10/hNtPzyb2qVe4VcAnQnCeRzTs9SFy2OOBO2LPxaoYitdHPUFXaEzALNuUuv0u4APfw3Zuge/CeyNX7/nCKocoWx8cD+8sQroOAKfwYp3dLnItxT2vN+Xhhzup+5BMBN/HNIfavwXHsTnmHvY3sKfqUOGqlhNwr748IqOSVf2eCFNCAGRMw5i/AqIuXcBlU8CJ/wEh0wj4YKAwWMHjr4MfPwbYMslwJF/hJ6z5Ewgb3qP/Z5q247C43fDYshOfIPWISqmIL6pqQnPPPMMVqxYAZuth9IeABMnqqsrTz31VCwvhT179uDFF1/EqlWrut2n7X2fMiVyD920aSoQ3bp1a0yvPdScMXYpAGBX/Q40d9ZDShmc/Z3dGfhhkaimdhotEw9vjOX02oz4BATxWiY2ZwJET1e9B0srIbSWBw6IQZcQaj/4GjtUAK1l4187Wh+HhXbX3FkPr1+HBpeaP5+sIL4bLSitT0wQL73tob2F8egNMSKQjY9nSX3NZsDbrubJFs3t+9yxgQZ3tVvU3O8ALRPf7m7t9hBtVrym/6Z2A6yGSfYopCFA6C3B7RkzhPpwX5OAffHS1aRKJwFgdPfKt74InQmY/St1oc3XAXz4C5xmbcbiMUXwSon/+kjtja/pcGK/vQMCwGmt6vPBscJT4RI6FPMDHQ1n5iJVEi99gLMWDlcrahyHYXe2QBfIsHt8btQ4DqPGcTjU06Q9cEEvSZ3pKcGS0aG+8UPVn8lSoj7rRnEhTZjyIUYvwScjz8EdhrH4pPTC0J3So7ZUaere6rXfk7Yfvix3otqSRQMW09+a1WqFXt/3Ffp//Ut9EGhpaRn067hcLtxwww247777epwnXlVVBQAYNSryF39eXl7E/b09t91uj/ga6kbljMWkghMgIbH9yGto99jh9XuQLf3QB/ZaIjdJQbz0oCOGIN7uGmQAEY1WraldfP8ugiWEp/6vavYBqTp2DqKEMLycHgCWjFHP8dqRxJTYNjvr0eTJhh8CNqMBpdnm0J1x7Ezfr5LTAQhggB39o9a6G4AEskpVJjtWhYF98Y3xCeKl9KuxXgAw9qv9/wLMOwHImajKnLWRYQBsfWTiJ9giS+NPyO/5Qu1gZsRLnyvUtIlB/MAESurHutT7vqYtAc3tal5XlSN50yCsYwf8cKE3AyferN533jbgg5/j19PV++fRPdU43NaJtwNZ+Nk2P/K8NYC5CF+YVeapiPvhaRgTQqcuzgJAx1HsrHkTD37wezz04R/gD4zk2xE49uAHv8fOmkDTUmbihxYtE9+ewCC+IdBTp/i0HuOrvuRbCuETAgf11kH1ewo2tWMp/aDFFMTPnz8fGzZs6PX+uro6fO9734MQAnPmzBn066xevRo//OEPex1X19SkPgxkZ0dmjgwGNfqq6379cGvWrEFeXl7wa+zYgX9gyURnjD0PAPDR8e04EtiTUmEI7IvJHtO9y3W8ZZdCQsAMCX8MezoTO14usB8+N06d6cMInUmVnubPCLzWnkE9j1ZO3+ltR4enDYvGFEIngC9a2nCkrff3/WA1O8M701sjf+hrF4Di0Jm+P8KUr7p1A0D99j7PHZTgfvg4bSspmK22ZXQeU83oYtX4gSqx02dHlSkVQoSy8Uf+HmyG1tue+OcO1uDmnZH7l2c9uxXPBfbHh2sdzJaW9sMApNr3Z0rABbihrGg+AIFsZw1s0htobif7fVi0pJSBZkQASgeWhQ8nDFnASb8DcisATyvOPHIrzh6ZA49f4g8f7sVf96mLOOP9R+CTApj476gLVISxtJKGvbB98dq41e+e/AssmXgxAODCKd8MHjultFI1otTKrhnEDw3BTHxiyuml9AH176kb2gjTASgIzopvGFS/p+pWNrWLVUxB/C9/+Utcf/31uO666/DBBx/A4XCgpaUFO3fuxOrVqzFt2jTs2rULAPCLX/xiUK/x0ksvwWQy4bzzzuv1HItFlTp3DdadTjU/e8SI3j9c3nTTTWhtbQ1+VVcnsFFWGhmfPwWjbePh9Xvw6v6nAQDjENh7lXdCwl9f6EzwBuaum9yD37+tBRDxLqeXfi+gNQFLZH+Aglnqe/Ong3q4UW9CXuDvsaHjOArMJswtzgcAvJaALvVRjZfLSlIWrSSBXerjtB9eIwxWIDfwPmqKw6i56ufV99FLIQzZfZ4aNOps1SinswZo3AkgbMRcWDn9cwdrcMlrO9HgjOyIe7TdiUte29ktkA+W0w/kQprW1C5n/ICv/g93wlwQfF9Oly44vR3BhpNxYd+jLrLozMCohTE9lTBYgZP+oKpA3M34tVlVjzzwxWE8G5h68EJ7OSZUX4XnnLODFUXsTE/DXtiYufBxqxPy1e+R0pzy4DGbOU+VXEufurBrLurjiSljBN8DCcrEt+5RzUsNOaGkyADkB2fFd/390//ISLurGa2uRggIjMkdP+DXJiWmIL6iogJPPfUUnnzyScydOxf5+fkoLCzEvHnzcMcdd6ClpQV6vR5r167F+eefP6jXuOuuu3DXXXfBYDAEv66++moAwOLFi2EwGDBpkrqK09gY+UbSbpeXl6M3ZrMZubm5EV/DgRACCwJ747VmZaX+QOfsRM2H78IfKBfL1saSDZCUMmw/bpwz8W0HVemxISf0gzQRtCC+5bNBj4oqylbZ+LcPvwKHqzWspD6+++K13gk9BfFSyuSW0wOhIL7lc7WHN06k9IcqI+L5b0HrUh9jSb1srwYadwAQwNivRv04obeEMqtHVIM7LRPv9jnh9rng80vcsH0Xesrrasd+uH0XfP7QGYNqbMeyz9gEsiYzhdp7WNMWx+Z22mz4ktNVEB4jYbQBJ/8BsJaj0eUCenh3HfVm49LXP8S7DWp7DjPxNOxpmfjOKAO4sJ+pvDA6RGifPT2tkDE0gO6VNp62aK6qDB0gbVa83dUMn983oJGRRwKj5UbmlMEUz55Tw0zMnQTOOeccfPbZZ/jRj36EadOmwWKxwGQyYeLEibj66quxc+dOrFy5ctDP/8gjj+Cjjz6K+Prtb38LAHj44Yfx0UcfYdEiVaaxZ09kSfK+faqBzpIlfc+4Ha6mFs0JlmMLKVHoaVF3JLqpXYAusNfS5muDfxABbIfHAZ/0AhDINefHd3HaaLncKYltuGGbrDJeHnuokdoAFQY+8H7Z9Ana3K3B5nabjzbAH8cy2za36p3Q6O6hM73HDvgClTCW5ATxwlIc2OogQ7+M4qH9sGoYpzOrDGK8aM3tmj9SZWyDpe2FLzoVYqAZy7HL1PeGf0F2HodJb4FBp7bRtLvteOt4I460O3t9uARQ3e7EW8fVBVK/9A9uQgSD+NgEgvjR3laYpR/H4tTcTvpcQG2gEewAG9r1RZjy4ZvzB/yw8ayeXzfwfVPdDGQZcpFljP3iAVFGC8vEh4sYtxou+DOVTe2GCmHIAgKVll3fB3ERDOLnD+rhOaZcGHRGSEi0upoGNDKyulXbD89S+ljEJToZPXo07rjjDuzatQvt7e3o7OzE3r178dBDD2HWLJVpXLZs2aCee8KECZg5c2bE15gxYyLumz17Ns444wy8+uqrEY/dsmULKioqcNZZZ8X03zcUOVytqG07ghOKTwEAlMADg/TCr7PguF+Eup0mkMGm5kMXSjc6BzErXiulzzHlQj+Iq4h9SkQmtgdCZwxdNGn5bFDP0TVrNb+kAFaDHvVONz5ujF+jxmZnPaREz+X02j5vcyFEMkdDJaKkPrgffmrUo7WikjtVlTp6HIBj/6CeQnocodFf5V8b8ONF9pjAxQQJHHkJQojgh8E2tx01Ha6onkc7r91th1/6IKBTJZ3RCiunp4ET1jLAWg4dJCbLThyPV3O7+u3qApalJDTGMU62NQNHvNnorcRSArB7s9HkmxDX1yXKSMExc7Vqv3tA+LjVCMHO9OOTsz5KjgSNmZPt1eo5hQEo6j7DPRpCiODF+5ZARW+0IyOr7dwPHw9J6en/wQcfYNOmTQl9jf/93//F559/jtdffx0AsHPnTmzcuBH33XcfjEZjQl87E2ndTt86rOY5lvnVh/IqCTz44ZpQt9MEEoERa0XSO6hZ8a0J7UwfyMTnxb+pXTf5g9sXr42dEWHJ9pq2w2jsOILTStQ+6XiW1Dc7G+DwmeHyG6AXApPCR5Alc7xcOC2Ib/44fuVmLVoQH+epBDo9MCIQGA22pP7YK2r+ds74wQdZWoO7Y69A+lxhHepbI6cN9EE7L9iZ3pwfHH3UH+luBdzqAhxHIcUg0KV+qr8DxxyH4tPcTiulL10S9wqkaC8Q+XXcz0sE0whAnwXAH/r92hdWNw1NidoXX/+u+l4wO6ZtU6HmdtH3ZfH43MGpKmPz2Jk+FnFOX0byer1Yv349brrpprh2z+3J7Nmz8frrr2PVqlX47W9/C71ej5deegkLFixI6OtmqlNKKzG1UAUB+5o+g23fIwCAktHn4LtlX+1eqpUIgc6b+fDisLMJsA5s77ndOYgy3ihIjyN01TM3gU3tNFpDkZbPIKWMej/bzpo3sfXQSxHHXvzyzwAAg3cCgJl47WgDfjpnclyW2dxZjwaXyr5PzM2GOXy8pNbULgmd6cOJ7DGQOePVB5j6d+JTAtyamCAegJrxXf+Oam434RsDeqj0+4DqjerG2K8Nft9j0TyVaXXWAbVbIzrUn1laiDKrBUfbnT3uixcAyqwWnDlKlfgNqieF9mEza1T0Tfmou+LTgKqnUCE78YKnDXZXc0xTOqSzDmj6SN0YHf8taNFeIBqfy2kFREIIyKzRQNt+FcD1MepR+pyhQJ/l9ENLombFNwSC+OLBldJr8oLN7aJvpFzTdhh+6UOOKS/YmJkGJyFBfH19Pe6//3488MADqKmpGVBgEo1vf/vb+Pa3v93t+GmnnYZt2xLQqXoIspnzIsqxjFJlSXKK58Nm670RYFyZCuAWBpikF572Q0DhrAE9PJQFjPOHPq2UPmt04kftAar7vTACrkbVOVxraNOP8Asxz33xCBo6j2NK4Yk4a9wynN3qxKZ/fIm3jjeh0+tDliH2svCI8XJ5XTrTpyoTDwAlC1RgWPd2zEG8uoATmFCRiKkE2r74ls8hfU7VbC5a9e+owNuYqzrND5IQesiyC4B964AjL8JaoPZXt7nt0OsE1p4+A5e8thMCkS3ItJ/gd58+A3qdujWoEY9aEM+yz9jkTgVMBTC7mzFeOnGs7VBsozaPvQZAqsxMAv4dnzmq7wtEgESuoRNLypiZIQKgPgtoQXxftJGdpnw1fpWGjgSU00t3S6jiMMYgfjCZ+PD98GzCGJu41sv961//wre+9S2Ul5fj5ptvxrFjxxKegafYGVs+RyFUl+OklI8HCCHQZlBN0mT7wEf72RM1I75V2w+fnL8LoTcDeVPUjQGU1IePnZlZMhcAcLztMEbljMWZYyowxmqBy+fHtuPx6dze3FmPxrAZ8RGCQXySOtOH00rqmz6A9HbE9lzaNorsMYn5MJQ9RmXBpQdoHmAPBG2s3Jjz1XsmFqOXqgtH9r0o9auGhNqYuYsmlOKZJadgjDXyAkOZ1YJnlpyCiyaEmumFLqQNZEZ8lfrOss+YCKELldTLDtQ4Bt+hXko/ULNZ3YhjQ7tw2gUiABBdwnjt9nkluzDSyvFyRAB6bW7XDS+MDl1h5fRxi6ca3gfgB2yTICwlMT1VftYggni7FsTzgm2sYg7ivV4vNmzYgPnz52P+/PnYsGEDXC4XSktL8ctf/hIffvgh3nrrLeh0Sdl+T4OQV6/2v0u9VY0DSqIOk8qi6ztr+jmzu4SNlwvuh09Ol34AoX3xLYObFz+hQF1wsLuacdRRBSEEloxRP1xfjdO++IhMfNcZ8cEgPgUfwK3j1S86vwdo+Fdsz9Ua3/nwXQkhQtn4pp1RP07a96nGh0IPlA2uSWjEOkz5wMhKAEC5Xb3f28NmxV80oRRVly/GG8vm4y+LTsIby+bj4OWLIwJ4INYZ8WxgFrPi0wEAU/ydqImlQ33LZ6oKSJ+tKlsS5KIJpXh6YQXGGCIvto0xdODK0vcxJ78FNmYSiZRox8xpIyZZSj/0ZI0ChA7wOQF3nEbpavvhA1NOYpEfKIdvjrKcXkoZamqXx6Z2sRp0OX1NTQ3uv/9+PPjgg6irqwuWzFutVvz5z3/GsmXLoA/bM/v1r389Lgum+JCdtWosGABDyy4AgJAeSPtedYIxFyIJWVWPuRhoPwCjK/r9NBqtO/2AsoD9kFICdm28XPKqElAwE6jCoDvUF1hKUJI9GnUdx/Bx7Tsoy52Ac8uKsf7LI3jt6MD/brvy+Nxoc7f2MiPeBzgDFwpSUE4vhIAsOQOoekp1qR+1cPBPlsj98JrCk4Fjm4DGD6N/jJaFLzkTwhKnxl9jLwSOv44C+xfI0o9CmydykoFeJ3DW6L5fa6Az4qX0h33gHD/gJVMXI06EX2dGrt8Ff+vuwW9d0xrajawc2BaPQbh46lQsnzQeb9U6cLzThVFZZhTr9+HZPf9EcTZnXBMFRZuJZ3XTkCV0RkjLKKDzGNB+JDRybpCkzwU0BhIIgxwtF64gkIlvc7fC43PD2M90omZnPTo8DuiFAaNyeu/zQNEZcHp8+/btuPzyyzF+/HjceuutqK2tRXZ2Nq677jrs3r0bZWVlWL58eUQADwBPPfVU3BZNcfD2lcD716uvQGd6+N2hY29fmZRl+ANXmrO1btVR8vl9wfLfuJbTdx5TI8B0RsCWxFKfvBMA6IDO45DOgWfObeY8nDvpUgDArrod8Pm9WBzIxH/caEdtlJ2he9PsbIDbr0erVzUimxqeiXc1AtKrRpXEuyoiWsWBkvrGf6lfUoMgpS9sK0UCg/iCOQAE0F4F6eq/BE26moHjgdndgxgr16vcqYCtAjrpxUn+NrS5Bz6OcMDVMM46wNep3ivZA2tkSd0JnQkoVOOBxnka4HC3DPg5pLcDqH1L3UhQKX1XBoMZZ48pwuWTx+DsMUVoDPw7KMpmKT1RkPYz0lnf9+817cIop30MTfHcF9/0kfrMby4GbLFnwrMMVhh1kdNq+qLthx9tGweDjpPDYhV1EL9u3TqccsopOPPMM/HUU0/B4/GgrKwMf/zjH1FdXY3/+Z//QUVFRSLXSvE046eqNLcnQq/uTwKRra7E5XgdA9rv43A3A5DQCwOsxpx+z4+aVkpvm6xmuCeJMGQD2rzMQWbjJxRMQ44pD53eduxt+gwlWWbMKVSN+V4/Fls2Xu2HV/vgiywmFFrCrrZ2BLZCWEogohwzFne5U9QvJZ9z8OPb2g6pAFOfldCyRGHKBWyBiQFNUWTjj/5d7aHPnQYRx2Z7QojguLmv+B1od7WqTHmU3D4XOr3tAAZwIS24d3MshC6hw1GGDV2gJ8TUwZbU176lPtRllyV3C1GYhsDPkKLsFDTGJEpXxjzAYAUg1XaXHkiPA9AqGVlOPzTFs0N9WFf6eFQ9CSFQkBV9h3rOh4+vqIP4uro61NfXQ0oJm82GDRs24MCBA1i1ahXy8/MTuERKBFG6CCi7sOc7596t7k8CY844SABm6QUGkEVqdWql9AXxnWesZWKTMVquq0HOi9fohA6zSuYBAD6pVT+otX3xsc6L73M/vLNWfU9FZ/oAIUSowV3924N7kmAp/dTEX4woPEl976ekXvrdwJG/qxvly+O/jpELIQ025MOHSf42dA6gMaA9sJ3FrLfAYsiK7kGcZRx/RXPhh0AJPGhu+mTgj68JlNKPXpKyUvaGDtVTo5iZeKIgIURoX3xvAVx7IAtvKYlp3jelMWt8gngp/XHdD6/JH0CH+mBTO+6Hj4uoo5/Vq1fj4MGDePLJJ3HCCSdg9erVuOuuu9Da2tr/gyntyJp/hvbZBiX/A1y2pRAtCARMAygVCu3Fjfd4OS2QS0EQXxBbEA8AJ45Ue5y+bPwUnZ52LCkrBqCa28XS2TQyiO+tM32Ks2haQ676dyH9noE/Phn74TXB5nYf9v3/pfZNwN2s9sGVnBn3ZQi9GWKMKqH+it+BNnf0P8/Z1C49CKMNjmw1FtTUNLAqFNlxFGjZBUAHlJ7T7/kOVyu2VL0Ihyt+v/el9AeDeGbiibrI6mdfPEvph754ldPb96jPE/rs0OfNOMi3RNfczuntRF27eh+XsTN9XAwohanX67FixQps374dzzzzDD766CNMnDgRN9xwA6qqqhK0RIo32fgB8Pld6obODNimANOuB2wVgKkASGJ3YKvRhkahytb9bdGPSNKygPHcDy99bsARCDKSOGovKH+m+t5RreZ4DsLInDKMtJbBJ73YVb8TC0aNgEWvw7EOF75oaRv00po766PoTJ/iD+D509V719sGNA8iI5nMID7/BPVvz90UyqR0IaUEDj+vbpRdmLjy8zHLIAFMlk44A1fJozHQpnYAmIlPEH+RqsAp7hjgmLljr6nvhadARNEwqc3diq2HXhrQxZ7+tDib4PV7oBeGYJMkIgoIGzHWI/5MHfq090DncUi/d/DPo2Xhi+bGdbuololv7ScTf8R+AIBEgaUYOabcuL3+cDboOuR58+Zhw4YN+Oyzz2Cz2TB//nxceuml6Ozs7PH8v/71r4NeJMWPtO8DPvmdakQ2ciGw8Clg3lqIsguAeWuBBY9BWIqTth6LIQuNQu2v9mpZuiiE5lPHMRPv2Kf+Xkz5gCX5886F0Rb6RTzQGeJhZo88FYAqqc8y6HHmKBVkxVJSH914udQG8ULogyO3ULdtQI+V7tbQh6QkBPFCZ1ITCYDe9/C37lLvSZ0JGPNviVtLdimOmtQv4azj/4z6cVomPtrpENLvCWUSmImPq5wxSwEAo/0dcDiqo3qMlL6w2fBLonqMfwA9E6Kl7YcvzC6BLlU9NYjSVX/l9MEgnpn4IctcqC76S19o++Jg1L+jvhfH3pU+XCgT33cQz1L6+It5M3FpaSluvfVWHDp0CEuXLoXNZsNXvvIVrFu3Dk6nE4CaJf/9738/5sVSbGTnceCjX6nmXQUnAjN+osppA/sghRAquEgiIXRwGNRsen97dB8+AcCeiBnxWlO73GmpG3MU47x4AJhVMg8CAtX2/WjqrA+W1A921JyUfjR1NqAxzYN4AGH74t9RQUq0tP/32WPVxZRkCCup75GWhR91NoQpL6FLOWxT20fymz+E9DmjekwwEx9tNUx7tfoQYrACZmZc48lkLUO9Lhs6AO01r0X3oKYPVUMso63PD3UOVytqHIfx0fF38PgnqoLriOMgahyHUeM4HHNpfX2wlJ774Ym6CWZhu5fTSylDlVzW8clbEyWVELqYS+plxzGg/bBqXF04N46rAwqCe+L7/ox5pFVrasdS+niJW0cws9mM73znO/jkk0/wxz/+EX/7299QVlaGq666CitWrIDD4YjXS9EgSHcr8OEv1H6YnAnAib9OesDem05jPgBA18Mvqd60JqCcHnZtvFgK9sNrgvviB5+Jt5nzMbFAZZM/qX032Nxuy7FGuH0Dz6S1ue1odBnglXqYdALjc7KD90mfS5WEA4AlDYL4ghMBQ45qktjyefSPaw2cm8zu3IWBIL75E9XALox01gH129WNeI6V60W7bQqaYYDB7wKOvxHVYwZcTt8e2rvJWeDx15CjPhjpG/8V3QO0UvqRZ/f5u2BnzZt48IPf44U96+EOjLn6x96/4MEPfo8HP/g9dta8Gdu62ZmeqHda8OZqhPR2qXR1NwMeOwAdYOXM7SFNex+0D7K5nZaFL5gFEc+JTghl4js8bXD3kgTwSz+OONiZPt7i2NY7ZPHixdi4cSPeeecd6PV6PP/884l4GYqS9DmBj36jyrEsJcBJt6ZVF1N3oHzf6GqMuiFZqJw+npn4FDa102j74tsOQHoGv4c9VFL/HmaNsKEky4R2rw/v1DYP+LmaOuvR4FbZ6Sl5OdDrwgIwZ536rs9WGb0UEzpDKKs4kJJ67f99fhKDeOt41YPC7wJavoi8r/pFQPqBgjkQSSg9zzEXYIcu8Iu9+qWomiAOeEZ840713RTnZpQEAPAGKjvy2w/3W00hPY7QRaJ+SulPKa3E7EDDTJPeHDxenjsZ/++k1TiltDKGVbMzPVFfhNEGGAP7h7smOrRS+uxSiLB/mzQE9dcboT/B/fDxLaUHAIshGxaDSu701qG+rv0o3D4XTHoLiq2j476G4SohQbymoqICDz/8MJ5++ulEvgz1Qfp9wKdrAPtuFWSd9PuoGhglk85cBBcERB+zUMO5vE44A6Ow4tWdXrqaAwGpAHIr4vKcgyHMIwI/rGWga/TgTCs6CUadGc3OehxzHMQ52qi5owPfF9/3fvjA/6+skemTXdVK6uvejioYlX5faLRgEjPxQghgRGDUXFhXcelzAkdfVjcSMVauBzmmXHyky4EXOqBtf+iiRi+k9A+8uaQ2dcHDqqxEyCv8ClqghwG+3vssaI5vAfweVZVlm9znqa2uJnxa+x4A4KxxXwUA6IUBh+37sO3wy8gyZvf18D5JKVHPTDxR33rbF89S+uEjhlnx0m0PfZ6M8354jZaN7y2I1+bDl+VOgC6eY6GHuaT8TV500UVYsiS6xjkUP1JKYPc9QMN7qjnWibdApGHJVbYpF40IdMps73+/jz2QhTfrs2COdj51v08a2BNtLU99lUIc9sWb9GacUKwCxI9r38WSMYF98UcGvi++2ZkBnenDjTgF0FvUfl/7l/2f33ZQZcMNVsBanvj1hQvuiw8LumpeVx32s0qBQNfxRMsx5aJT6LHPGLjAd+TFPs9v9zjgk14ICNj6mGYhO2sh7XshW3aFqjbaDqhj9r2QnTE06aEIo2zl2K1TAbW3tp8S9+Bs+HP7vPjm9Xuwcc9jkJCYVTIP4/OnAACWTroMBp0RXzZ+gqc/fxC+QXZMbvc4AhdkBQqzkt9MlCgj9DZmjp3phw9rDHviG98H4AdyJkAk6LNaf2PmjrQGmtqxlD6uknY5ZNOmTcl6KdIceAI49goAHTDrJoj8E1K9oh5ZTTY0isD4rCh+QCVkP7zW2CyVpfQarWt5DPviAQRLYHfV78DZo/MBADsaWtDkdPfxqO5aOvuaER8IwtIoiBd6Uyj4rXu7/wdo++Fzp6oGMslUGMjE2/dBuu3qwlv1C+rY2K+qjvtJkBNonPe+VlJf+5aqTumFVkpvM+dDr+tjjW9fCbx/PbDjJwACVRHeNnXs/evV/RQXZoMFxy3qg55oeF9VmPRAtlUB9r2qwdGos/t8zq1VL6G+owZWYy7Om7wCOaY8LBy3DNOK5uDymdfFHMhr++ELLIUw6tOjRwtR2uktE6+N5WVn+qFPy8S7GqJuPhukldIXnxbfNYXJDza36y0TzyA+EVjTMETJI38HDm5QN6athEjgP95Yhc+KjyYTH2qoFce9ta1p0NROo2XiHXu7N7IZgPH5U2Ez5cPp7UCHcy+m5+fAL4F/HhtYNr4pmkx8OjS1C1eyQH2v29Z/SX0y58N3IcyFgHUcAAk0f6Qy8u2HVY+B0ecmbR3azNYqvx8yd4oatXis9wuvfTW1k34fZN07kB/8vO8XFXpgxk8Hv2jqLn8GOqGD3tcRujjV1bFAFr7oVIg+qiiOOQ7h7Wp17gVTrkC2MQc2cx7OGn8hbOY8TCyYjm/M+AEMOiP2NH48qECenemJotDDfmgp/aFyembih7yI3ghdKzL6IH1uoHGHupGgUnogvJy+++fLNndrIEMvMCaX42XjiUH8ECTr3gF236tuTPh3iLLzU7ugfliNNjRoQXwUmXi7U2UI49XUTkpfqOw6d2pcnjMWImukakAoff3uTe6LTugwa6TKSH9S+x7OLRtcSf1RRwvafappztRMKKcHgMKvADqjagTUXtX3uVoVRqoqVcJHzWlj5UYvSeq2jiyDNTij2zlykTp45O+9ZnN7amonXc2QB/8KvP1t4JNbAlsERKhZY1dz74YoXRSv/wQCMNI2Hl+KwBYjrRtxGOn3Asf/qW70cZHI5/fihT3rIeHHjOKvYHrRST2eN2nECfjGjB9ALwyDCuTZmZ4oCj2NmXPWqXHBwghksVHYsDCYMXPNHwM+p5o1b0tcv6eCPjLx2n74EutoWOK1BZYAMIgfcmTL58BnawD4gdHnARP/I9VL6pfVlBvKxEdVTh/nTHx7NeDrUPuo06UsLbgvPraS+hMDJfVfNn2KylEqAB/IvHi3z4XDHSqTPcZqRo7REHmCUwvi02s/qzBkq73xAFDbe5d66WoONOcTqavC0Erqj28FtPFgY5PT0E4jhAhm45vzZgDGPNVToOG9Hs8PTYfIh2zZBfnZH4Ft3wT2rwdc9SpjMO4y4Ix1wJTvaa/S5TvF22hbOfYE9sWj/p3uVSgN/1LjF00Ffc4KfvPQP1DXfgzZRhv+bfI3+nzNSSNOwOUzrwsG8s98/lDUgXxDOzvTE/VLK6d3t0B629WftVJ6a5maykJD32A61GsXc4vmJ7T5cF+N7aq5Hz5hGMQPIbK9Gvj4N4DfDRSdCky7Pn06hvfBasxBEwK/hDx2NdO+D1pju7jtidcysblTkrYHuV/BffGDb24HACXWMRiVMxZ+6UOh4SCMOoGDjg7st7dH9fgWZwMa3CojPC0/coSc9DgA7QNFumXigVCX+vo+9sVrlQ6pbGhYMBsQBnUhCQAsIyGyk59Z0fbFt3k7gNFL1cGq/4PcuRqyS4PAts46nOx34PRjG9V+9+NvqBL83GnAjBuBBU9AVPw/1UTHlK+CRlsFMO169d1UoI5TXI3KKcd+YYEXUBentHJbjdbQrnQRRC+9DI63VWNbtZqOcH7F5bCa+h8dOWnECfjGTJWR3934EZ754iH4eqniCMfO9ET9EwZraDSnFsBpFWYspR8+BtihXkp/6EJ8grfUakG809sRnB6lOWLX5sNPTOgahiMG8UOEdDUCH/5CjW/KnaYa2fXVcCqNWE02eIQOrQist59sfLCxXbxmxKdTUzuNlom371Z7mmIwu0TNjN/X8C5OG6k+CLx6JLpRc2pGfGA/fF7XpnaBLLypAEJviWmNCVE8X+27bquC7O2XXgr3wwOqezvaqyNHBHnbUtK9XcvEt3nsQNn5AARg36PK8WpeV+ttr4bccz+W1W3CMl8Tsl11avLF6HOBef8DMe9uiNJzVHPBAGEpBhY8BsxbC1F2ATBvLbDgMXWc4spiyIItexQOaCX1dduD90l3C9DwvrpR2nMpvc/vw/O718Mv/ZhedDJmFJ8S9WtPHjED35h5rQrkGz7CM1882Gcg7/J2wuFuAQAUW5mJJ+pT1+Z2Wmd6a5pUD1LiaUF8FL2jAKgGpq5GQJ8FjJiduHUBMOktyDaqC77h2Xiv34NjDnUxeWweM/HxxiB+CJDeduDDX6o9UtljgDm3pGdQ1QujzgyDzhhVczspZXA/brz2xAfHy+WmURCfPUZdefd7ohuT1odZI+dBQOCI4yAWlKgP99Hui1cz4tUP5u5N7bTO9OlVSq8RRhtQcKK60VuXei2IT9V+eK17e9u+0DFve0q6t2tBvKetWl0MzJ8RuvPYZsj3bwDeuQaofh5m6UMjDHCMuxQ4cwPECT+GyO19v53QmYJVQUIICB07kSdKaU459ugCQXxD2L74mtdVn43cqRC9bBvadvhl1LYfQZbBivMrLh/wa08eMTMikH+2j4x8Q6CpXY4pFxbD4GfNEw0LXcfMtbGp3bATNmau34a9ANAQ6EpfeEpSfuf2NGauxnEYPulFttGGAl64jzsG8RlK2r9UZa4tu4CPf6tmXZsKgJN+DxEoi80UQghYjblRNbfrCMynBgRyzfkxv7b0dgBth9WNvNQ3tdMIEdYQLIZ58YAqk55UoILUMZZqAKpDvdfv7/exzZ19daZXpbBp15k+nFZSX9d9X7z0e0MXSFKUiceMn6pqgZ4kuXt7jlH93Dj10OPqAkJ4PwZfu8rKB2zQl+Bew2gYx39DXSyhtFGaU44vRbYa6GffC+msVx/4jr2mTuiloV1t2xG8efgfAIB/q/hG8KLOQIUH8l80fIhnv3i4x0CenemJBiAsEy/9PlXBBTCIH060BobeNsBj7/98bT98kqZTFfSwL746rJQ+E7b3ZhoG8ZmqZrMqc911l/quzwbm/E7tQc1AVpMNjeh/VrzWUCvHlAt9PJq52PcC8AOWEjXuK50UBErqY9wXD4Rmxrs630OB2YhWtxc76vvuPQAADR0NaHarLFm3IN6ZfjPiuyk+Daos/EtIZ13kfY79qn+EISfUMCbJROkiYO7dPd+Z5O7tWtD2bv7JfVxY0KGt4nvYr8uCyWBhBjUNldrK0S70qNEFtr/Uvws49qo9tDoTMHJht8f4/D68sOcx+KUPUwtPxMzi3pveRWPyiJlYMUML5D/Acz0E8uxMTzQA2WGZ+M5jgPSoZryWktSui5JG6M2h/9/97IuXncfVlguhA4rmJX5xAPJ6GDN3hPPhE4pBfAaRnbXBvbI4vlUd7DwKQA9MvgrI4IyY1ZgTVTl93PfDB0vp0ycLH6QF8a2f9zrqK1rTiubApDfD7mrA/GK11eK1o/3vi/+y1QE/dMjWC4yxdtmika7j5cII84hQWXjY/mAAEfvhhUiHH4Wp7d6uBfGf6/P6uLCwFvWBbSd55hG8sp6GSnPKAQCfI/DztP6d0Gz44tMhjDndHrO9+hXUtB2GxZCNCyr+PS7/XysKZ2LFjO9DLwz4vIdAXiunZ2d6oigEx8wdjdgPnx6/uyhpoh0zVx8opc+fmbRqueCYuU4VxEspUa0F8dwPnxD8159JtP2z718PeMKzqD5gz71J3T8bbxGz4jtrophPHafxcunY1E5jHaeyxD4n4NjX//l9MOpNOKFIzSOfkK0y6K/2sy9eSj8OODwAgCn52d0/2GdAEA8AKFmgvnctqU9xU7ugNOneHuxO7w4v0+t+YSH4b9CSZpUrBADIMlqRbynCbm3UXNNHwBHVbb6nUvq69mPYeujvAIDzJq+AzRy/7VgVhbNwWXggv/uRYCDPzvREA6CV03scoeq8dBmJS8kT7Zg5LYgvmp/Y9YQJjplzqXL6Fmcj2tx26IQ+eHGZ4otBfCZJo/2z8ZZtssEOPXxCr0ZVafPHu7AHMvG5cRgvJ6VM6yBeCF3c9sUDoZJ6q/8DAMC7tc1wuHuf5+xwt6LOpQKBEwoiP9hL6Q9rbJfmH8JLTlffW3apufCaYFO71Abx6dK9PRTEt6o58b1cWNC2tMStGobibnROOZqEER2mEQD8AHyBDsUnRpznl6qM3ie9qBgxKzjJIp6mFM7CZTO+B53Q4/P6nXhu9yNw+1xo6lTbW7JSNdqRKIMIvQUwq0wn6gNVZeFTTWh4iGLMnPQ4gJZP1I3iZAbx6v3Z3NkYkYUvzSmHUc9mtonAID6DpNP+2XizGnMBIeAwBEo9taYtXYQCiDhk4l31gLtZXQCxTY79+RIhjvvix+dPQa65AFZ9M8Za9fBKiS01jb2eH97UbnqXGfFwNak9eUIHmNO746iwlAC5UwDI4Icf6WpU0xygS4utFOnQvV0rp/f6PXAZbb1eWIjrv0FKiHGWfJRKF+r0Yf9upR9wHIgYXfhO9WYcc1TBrM/CsinxKaPvyZTC2Vgx4/vBQP6JT9aGlhVNl2UiCmXjXYEqOja1G36iKadv3KF+3lvHQWjvmSTQMvEevwud3vZQKT3nwycMg/iMldr9s/FmNQXmS2qjkXr5AWV3xjELqGXhcyaqhiHpKJiJ36Wy3zEQQodZgUzb1JwWAMBrfcyLb3KGd6bvki3TKiUsJRC6XqpD0kmwS31g1FxLIAufMw6CzdkAqC0X5sBoyjZ3a68XFkLl9MzEp6u5B9fhGu9xjO88FDrod0WMLmzoOI43qjYCAJZOvhS5Cb4oEx7Iax/uALCvAlG0ujZgZTn98BPW4LDXz4RJ7kqvMeiMwYq+5s4GHNE603M/fMIwiM80abJ/Nt6sgcYbwQ71vTS3Cza2i0cAESylT30mtle2yaoM1tsWamYTgxNHqiC+yKBGq73aVxDf0dDHeDktiE/zUnpNcSCIb/5YlZoF98OnaD58mup5X3wkltOnP/e0/0SvrTCFHnLGKrywez180otJBSdgzsjTk7Ku0pxxOGfCRRBhHz1q2g6jxqG+HK7+J2YQDVtZYVlVow0w8WfwsGMZCQiDmqzj6t7XSPrdQMMOdSPJQTwQam5X134UtW3qczw70ydOHGZ0UTIJSzHkgscAYYQQAnLM+YD0pKT8Np60IL5WqyzoIRPv83vhcKsPebnxzMTnpt9+eI3Q6SHzTwAad6q53bbYypKKraNRmlOOTt8x6ADsaW1HdVsnxuZkdTu3ytEEl78YOgCTc7tk4oNN7UbGtJ5kEdYySOt4NWar/r30aWqXZnJMuWjsrFX74nsgpWQmPgOYy87HhkOv4IrOPd3vnHs33mutwhHHQZj0Flw45ZtJy4bvrHkTWw+9FHHsxS//HPzzwnHLcNb4C5OyFqKME56JN5ewimUYEjo9ZFYp0FGtkl1dRww2fwr4OtQFntyKpK8v31KIavt+7KrfAQmJPHMhbOb8pK9juGAQn4HCA3YhBCAyO4AHQuX0x3yB/FEPQbzD3QJAQi8MsPYwJmkgpN8b6viehk3tIuTPUkF88yfA2K/G/HSzR85HTdtTGG/twIH2bLx2pB7/b1r3zqG7m9sAFGOMVQ+LoUvJfKZ0pg9XcgZwsAqo3QLY96pjKW5ql276y8R3eBzwSS8AAZuJe+LTWZF1FNC5BxLapisBQF2E+WfVCwCAcyddktSLMaeUVmJqoWquV9N2GC9++WdcOOWbwc7F2vuPiHoQUU4f29hZymDZY1QQ33EUKDw58r5gKf2pKRk/qO2LP9CsEiVj87gfPpFYTk9pITsQlDcgECy6WyA9bRHnaBnAXHNB7D+c2g6qciRDTvd9ZummQNsX/1lcmkDNKpkLAR3KLOpCyWtHex41t79NjZebmtfDnvFM6UwfTtsX37hDNeXTWyPLEynY3K63IF4rpbeZ8qDPhF4Iw1hezkQ4oEOLsSBi69Urh1+F1+/BxPzpOHnUgqSuyWbOQ6mtXH0FAvfSnPLgsXiOtyMaKmRnLaR9L+DtCB0MHAtvVEnDhLXnMXNSytBouSR2pQ+ndaiXUJ9VWUqfWMzEU1ow6Iww67Pg8nXCb8qHzt2isvFhWfL47ofXyqmnpX9JWu4UQGcEtL8T69iYns5qysXkESegquMY3mycgs1HG+CXErqwvweX14ljnerHw4wRPWRcMzETnzNBBe2dx9RtY076/79PMi0T2t5LOT1L6TNHYcEM3HOkDAVZo3Bd2QWQY87Hv6pfw+6Dz8KkN+PCqf/B9z9RJnj7yu7HfJ2qSaXmnE3JWw+lVm9j5hz71D55nRkoOCn560IoE69hEJ9YzMRT2tBK6t3ayLIuze3iOtqqNbBXNA3Gi/VH6Eyhffstn8XlOWePnI+yrGaYdT40ON34qDEy89ribECDS1VHzByRH3GfDG+okiGN7WRnrfoFF97IztPKTEYXWibe0UsQ38Kmdhmj1FYOnxBo6KyDy+tEs7MBrx1S3ejPmXhxMGOSKjmmPCwct4wl9ET9mfFTNQq3J0Kv7qfhIxjEd9l2qmXhC0+BSNFc9oKw3ysGYcDInDSvdM1wzMRT2rAabWjqrEOnqQAWQO35CWMPZOLj0tTOrnWmT/P98JqCWUDLp6ppyZh/i/npphaeiGyDGeOy6vFl+yi8dqQeJxeFPkw3O0Od6afmdR0vVw9Aqqu9mTIVocdMhpOZjC76LaeP54hHSqgcUy5spnw43C14ed9f0dBRC6/fg/F5U/CV0jNTvTzYzHlsYkcUBVG6CNI6NvL3lWbu3RApaGBGKaRtAe2shfS7Q32ygqX0ye9Krwn/fF5sHQNdbxefKC6Yiae0oXWodxjU926ZeGd8MvHS4wiVIWVAJh6ACuKBuGXijXoTphefgklWNWKu6774Y211aPWqvfC9jpfLGpU55bjMZESlv8Z2dhfL6TPJaJuaI/1x7Ts46jgAo86Er079VkoaHhFRPIgu32nYMRUA+mwA/uDnMemsA9r2A9ABRfOSviSHqxU1jsOoaz+KLIP67JhjsnF8aIIxE09pIztQTt+qC4w761IqZI/XnnitlD57DEQg85j28qarYNNZB9l5HCIOe9FPHHkqJh56EACw7XgTOr0+ZAW60O9qagKQA5tRosjSpSwrA/fDM5MRHS0T3+FxwC/90HUJ9jgjPrOMyhmLPY0fB28vnvh1FGQVp3BFRDQopnwVvJmLgTFLgaOvAK76zKmGo7gRQkBmjwEce4H2o4C1PJSFzz8BIgVblHoaH7q36TPsbVKJJ44PTQwG8ZQ2tEx8gzCqA53HIKUPIpBBjVsAoZXSZ0oWHoDQWyBzK9Rs++bP4hJAj8urwCSbCbmGTti9WXjreBPOLVMf8L9saQeQg4k5hu7Z9gybEd+dGrUV+k6abKMNAgISEh0eR7f9ymxslxkcrla0uVthMYQmS4zIKsZY20TUOA4jx5THTvBEGURYiiEXPAYIowrixpwPSE/EyGEaRrQgXkt2BUfLpaaUPnx86OHWfdi0//84PjQJGMRT2tAa2zX6perG7vcAnXVAdilcXiecgfEqMe+Jb82w/fCa/Flq7S2fAqPPifnphNBh9qhTMenwMXzYWo5Xj9QHg3htvNyUrvvhgVAQnyFN7YKYyeiXTuhgNdnQ5rajzW2P+MXr8bnR7nEAYCY+3fWUFWnqrMdDH64BwKwIUSYKD9iFEIBgAD9sZYfGzElvO9D8ibqdotFyNnP3C8Pa+FBKHAbxlDa0THy7tw3IGgO0VwGf/BbyhB/Brlf7si2GbJgNlkG/hpQyc4P4gpnAoafjti8eAE4cOR8Tsx/Ah63leKW6FnfMPwF+6ceRdlVG3bUzPQDAqWXiS+O2jmRgJiM6OaY8tLntcLhaMSonNM5Q285i1JkjMryUfsKzIp/Xf4Bt1S8zK0JENFRYw8bMNfwLkD7AWg6RzW7wwwm721DasBrVftx2T1voB1TbQaDm9WApfW6s4+U6jgLeNkBnUnPDM0neDABCXXl1NcblKYuyR+H0EtWD4LPmdtR2uOBwtaDerTLwJxb1sH9WG8eWgeX0QmcKbg8QQjCA70FO4N9hmyeyEU1rWFO7jGloOEzZzHkotaksyAnFJwMIZUVKbeUspSciymTBTPyR0H74otRk4bvi+NDkYRBPacNqykGe9CLHWRvovBlwfCvcLZ+jVLpQGkMWHkBoP7xtMoTOGNtzJZkw5gC2iepGc/yy8WeUfQWjzCpg23y0Ho2ddcHxcicU2CLOld52wBPoXJ5Bje0oer2NmQv1pIjxQhoRERENnhbEu5uBhvfUn1NUSt+VNj6UF4sTj+X0lDasRhtu8B4FvABqDobu8LRg+oFHMR0AGo4DiGEcmNaZPi9zmtpFyJ8FOParffGjFsblKWcWz8Vk66M47srDxqrDyNd54ZV66IXEBFuXsmktC2/MhWBJ9ZBk7WXMHJvaZSZmRYiIhhZhsEKaClQQ7+sEDDmZ+7mWBo2ZeEobWcYcPKcvgq+X+30A9oxaGtuLBPfDT4/teVKlYKb6HsdMvNVkQ+UoVT7/+tFGfNKk9j6PyfLDoOvyIyIDx8vRwNgCwV67u2s5fWDEI5vaZRRmRYiIhqDw/e/mEcFJTjR8MIintKETOhwwj8Ijhp4DxGMwwZ8/c9DPL30uoO2AupFB4+UiaP/97VWQXTKlsbh48hwYhA+NboHXjzkBABNsPRTqMIgf8norp7c7OSOeiIgolWRnLaR9L2AI2+7oaoS071VfWsUkDXksp6e0YjXaAHdD4FbkHO+xcMO3735IUxZEyYKBP7ljv+rgaSoALCVxWW+yCVM+pLUcaD8MtOwCSuIzE3R2yYmYkL0Le9sLsaVW9R2wmczw+SX0urAmZpk6Xo6i1u+eeJbTExERpcbbV3Y/5m0H3r8+dPucTclbD6UMM/GUVqwmG9qhh8eQA9gqgGnXA7YKdECHWhig97YDn9wKuesuyMDc+Ki1fqG+503L7O7aWja+5dO4PaVBZ0RZjmpm54MqyXqp2onxT76O5w7WhE4MjpfLvM70FB1t77QjrJxeShnW2I5BPBERUUrM+CnQW+m80Kv7aVhgEE9pxWrMgUMY8OHEa4B5ayHKLkDHnFvx34YyPGQYAznuUgACqHkVeO86yJbPo39ye6CpXaaW0msKZqnvzfEL4p87WIM3as3djh9td+KS13aGAvnOzJwRT9HTMvFunxNunwsA0OFpg9fvASBgM+enbnFERETDmChdBMy9u+c7596t7qdhIaOC+HXr1mH69OmwWq2YM2cOXnrppW7nHD16FBdffDEWLFiA+fPn44knnkjBSmmwso1qj0+brzOYLW91N8MnBKzmfOgqrgZOuU2Vw3fWADtuhNz/GKTf2/+TZ3pTO42WiXfsVyPfYuTzS9ywfVeP92mbGX64fRe8Pn/YjHiW0w9VJr0FhsD4xfZASb2Whc8x5QbvIyIiolQSXb7TcJIxQfy6detw4MABPPHEE1i3bh3q6+uxfPly7Ny5M3hOQ0MDKisrMXfuXGzbtg0bN27E6tWrsW7duhSunAbCGsgCtrsdwWPaaKvcwHxqUTALmH8fMGoxAD9w8Elgx48g24/0+rzS1QQ46wAIILciYetPBmEpDmTC/UDLFzE/31vHG3Gk3dnr/RJAdbsTbx05BPhdAARgKY75dSk9CSGCJfVtXYJ4ltITERGlmClf9XcK23YKU4E6TsNGxjS2Ky4uxlVXXQUAOOWUU2AymfD1r38db7zxBk455RQAwK9+9Ss4HA7ceOONAICSkhJce+21uOGGG3DhhReiqKgoZeun6FgDmfgOT1gQr422CmuoJQxWYOYqyOJTgS/uAex7VXn9lO8CY87vvuddmw9vHTc05pvnz1SVCC2fAkVfiempajpc0Z3XWq/+YC6CYDZ2SLOZ8tDibEBbYF88Z8QTERGlB2EphlzwGCCMEEJAjjkfkB4InSnVS6MkyphM/LJlyyJuT52q9jWffvrpAICOjg6sX78eCxcuhMEQujZRWVkJh8OBxx9/PHmLpUGzmlQQ3x7WGVvLAmqZ+HBiZCUw/35gxEkqS7z7f4CPfwMZCPyD7KGmdkNCHPfFl2Z33wvf43m6wP8TltIPeV071DMTT0RElD6EzhRMWAkhGMAPQxkTxHe1efNm/OxnPwsG8Vu3boXT6cSUKVMizps2bVrwfkp/Wia+3dMWPGbXMvG9BBDCUgSc9HtgyvcAnRFoeB949/uQ9e+ETmr8UH0fKqVG2r54+5eQvugy6b05c1QhyqyWXndUCQBjrRacmR3IxDOIH/KsXYJ4zognIiIiSh8ZF8RLKfHnP/8Zt912G84999zg8aqqKgDAqFGRAUZeXl7E/V25XC7Y7faIL0qdUBDffU98Xg+ZeI0QOojyrwPz/gfImQB4WoGPb4H8Yq1q/tZ2QJ3orE3c4pMpqxQwFwHSG2rYN0h6ncDa02cA6N4aRbt99+kzoA+Ol2MQP9R1HTPHGfFERERE6SOjgniPx4M777wTf/rTn3DkyBEsXrwYGzZsAAA0NakPmdnZkfudtdL6zs7OHp9zzZo1yMvLC36NHTs2gf8F1B+tnN7tc8LjcwMIy8RHEUCInPHAvLXAuIvVgaMvA9uuAqRP3W78ANK+V311Zm5AL4SI67z4iyaU4pklp2CM1RJxvMxqwTNLTsFFE0rDxstxRvxQlxNsMNkliGcmnoiIiCjlMiqINxqNuPHGG/Hee+9h06ZNyMrKwk9+8hNIKWGxqOCja7DudKqu2yNG9Pzh86abbkJra2vwq7q6OrH/EdQnsz4LOqEHoGZT+/zeYDYw2gBC6EwQFdeEDnjDqis8rcD716uvt6+M27pTIrgv/rO4PN1FE0pRdflivLFsPv6y6CS8sWw+Dl6+WAXwQFgQz0z8UJdjDJTTe+zw+j3Bsnpm4omIiIhSL6OC+HBLly7FypUrUVtbi7q6OkyaNAkA0NjYGHGedru8vLzH5zGbzcjNzY34otQRQoSV1NvhcLcAkNALQ3CGfNRm/BQIXBDo/kJ6dX8m0zLxrV9A+j1xeUq9TuCs0UW4fPIYnDW6CHqdKqiXfh/g0vbEl8bltSh9hY+Ys7taAAAGnRFZBmsKV0VEREREQAYH8QCwcOFCGI1G5OXlobKyEgaDAXv27Ik4Z9++fQCAJUuWpGKJNAihDvWOiNFW3cbG9UOULgLm3t3znXPvVvdnMms5YMxTXfntexP7Wq56QPpV40BT770JaGiwmUNBfIuzAYCqhBnov0EiIiIiir+MDuKrqqrw9a9/HRaLBSNGjMCKFSuwefNmSCmD52zZsgUFBQW45JJLUrhSGojwDvV9jZcbGNHle+aL3Bcfn5L6XnXWqO+WkRAio39sUBS0f4N+6UNt2xEALKUnIiIiShcZ8Wncbrfjxz/+MZ599ln4/X4AwO7du/H000/jnnvuCZ53++23AwAeffRRACrIf/DBB7F27VoUFDB7mCnCy+lb+xkv1y9Tvsoc2yqAader76aCoTNqLo7z4vvE/fDDil5nCJbOH3UcBMCmdkRERETpwpDqBUTD7Xbj/fffx3333YeysjKcdtppqKiowPPPPx8cIQcApaWlePPNN7Fy5Uo89thj8Pv9eOCBB7B8+fIUrp4GKjusnN4dmIE+2Ey8sBRDLngMEEYIISDHnA9ID4TOFLf1plQwE78LUvogeusBECutkz+D+GEjx5SHTm87jjqqADCIJyIiIkoXGRHEFxUVYdu2bVGdO23aNGzevDnBK6JE0jLxHR4HOjztAGIr5Q0P2IUQgBgiATwA2CYA+mzA1wG8/0PI6ddD5E6J/+swEz/s5JhyUd9xDC1O1RyU5fRERERE6SEjyulpeIlobBecT83tED0RQg/kz1A3HHuBmtcT80JaEG9hED9caLPiNczEExEREaWHjMjE0/BiDcyobvc4YI91T/wQJjtrAY89cuTb8a2QpeeoPxtzIbJGxufFnFomPk7PR2lPGzOnYSaeiIiIKD0wiKe0YzXmAACanQ1wejsAALkM4rt7+8ruxzwtwPvXh26fsynml5E+J+BuUTc4I37Y6BrExz4hgoiIiIjigeX0lHa0cnotgLcYsmE2WFK5pPQ046dAb43shF7dHw9aKb0hByJwgYWGvvByeqsxFwadMYWrISIiIiINM/GUdrIDje00LKXvmShdBGkdG5l518y9GyK3Ij4v1MlS+uEoPIhnKT0RERFR+mAmntKOSW+GUWcO3mYZbzRE4p6aTe2GpfBy+q4X1oiIiIgodRjEU1rSSuoBZgH7ZMoHTAWArQIonKeOCT1gzOvzYQPCGfHDUngmPkvP7SxERERE6YLl9JSWrEYbWpwNAJiJ74uwFEMueAwQRsDTCrz1LUC6gc4aIKskPi/i5Iz44SjLYIWADhJ+5JjjeFGIiIiIiGLCTDylJWtYAzXuie+b0JkghIAw5QNjlqqDh56O3wt01qjvDOKHBYerFTWOwzjeVh1sKOnxuVHjOIwax2E4XK0pXiERERHR8MZMPKWl7LBSXiO7Ykev/CLgyN+Bxh2QjgMQtokxPZ2UkuX0w8zOmjex9dBLEcd21LyJHTVvAgAWjluGs8ZfmIqlEREREREYxFOasoY10tLrehmjRt2I7FLIkWcCtVuBQ88AM2McM+exA75O9WcLu9MPB6eUVmJq4YkAgJq2w3jxyz/jwinfRGlOOYDu8+OJiIiIKLkYxFNaCm9sl23M7eNM6mbcJSqIr90COelKiFhGw2md6c2FEHpTfNZHac1mzoOtyx740pxylNrKU7QiIiIiIgrHPfGUVrT9uB6fK3isrv0o9+MOgMitAEacBEg/cPhvsT1ZcLwcs/BEREREROmAmXhKKz3tx33xyz8H/8z9uFEadynQ9CFw9GXICVdAmAZZzcDO9MNajikPC8ctYwk9ERERURphEE9pJXw/7u7Gj/Dmob9zP+5gjDgJyJkEtO0HjrwETLxicM/TySB+OLOZ83jRjIiIiCjNsJye0orNnIdSm9p/O61wDoDQftxSW3m3vbrUMyEEMP4SdaP6Bciw7QkDws70RERERERphUE80VBVUglYSgBPK1CzeXDPwRnxRERERERphUE8pS3ux42N0OmB8ovVjUPPQErfgB4vpQ9w1qsbDOKJiIiIiNICg3hKW9p+XJbQx2DMUsBoUxn1uu0De6yrEZBeQBgAc2Fi1kdERERERAPCIJ5oCBN6C1D2VXXj0NOQUkb/4OB4uRIIoY//4oiIiIiIaMAYxBMNdWMvBHRmwP4l0PxJ9I9jZ3oiIiIiorTDIJ5oiBOmfGD0uerGoaejf2AwiB8Z9zUREREREdHgMIgnGg7KLwKgAxp3QDoORPcYZuKJiIiIiNIOg3iiYUBklwIjz1Q3Dj0T3YOCQXxpYhZFREREREQDxiCeaLgYd4n6XrsFsrO2//OdgXMsLKcnIiIiIkoXDOKJhgmRWwGMmANIP3D4+T7PlT6XGjEHsJyeiIiIiCiNMIgnGk7GXaq+H3sZ0uPo/TxnnfquzwKMuYlfFxERERERRYVBPNFwMuJkIGci4HMCR17q/bywzvRCiOSsjYiIiIiI+sUgnmgYEUIA4wPZ+MPPq7L5nrCpHRERERFRWmIQTzTclJwJWEoATytQs7nnc7Qg3sL98ERERERE6YRBPNEwI3SGwNx4AIeegZS+7ieFldMTEREREVH6YBBPNByNOQ8w2oDOGqBue/f7nVoQz0w8EREREVE6YRBPNAwJvQUo+6q6cehpSCkjT9DmyDOIJyIiIiJKKwziiYarsRcCOhNg/xJo/iR4WHocgLdN3WAQT0RERESUVhjEEw1TwpQPjD5X3Tj0TOgObT+8KV9l7ImIiIiIKG0wiCcazsovAqADGv8F6Tigjmml9OxMT0RERESUdhjEEw1jIns0MHKBuqFl49nUjoiIiIgobTGIJxruxl2ivtdugeysDRsvxyCeiIiIiCjdMIgnGuZE7hSgYA4g/cDh5zkjnoiIiIgojTGIJyJgfCAbf+xlwL5X/dnvTd16iIiIiIioRwziiQgYcQqQMxHwOQFPqzpm/zK1ayIiIiIiom4YxBMR4KwDRp4ZeazhfUj7XvWldawnIiIiIqKUMqR6AUSUBt6+svsxTyvw/vWh2+dsSt56iIiIiIioR8zEExEw46eA0Pd8n9Cr+4mIiIiIKOWYiSciiNJFkNaxkZl3zdy7IXIrkr8oIiIiIiLqhpl4IupCdPlORERERETpgpl4IlJM+YCpADAXA2OWAkdfAVz16jgREREREaWFjMjE+/1+/OlPf8L06dNhsVgwbdo0PPzww93OO3r0KC6++GIsWLAA8+fPxxNPPJGC1RJlJmEpBhY8BsxbC1F2ATBvLbDgMXWciIiIiIjSQkYE8WvWrMFHH32ERx55BBs3bkRBQQGuueYa3HHHHcFzGhoaUFlZiblz52Lbtm3YuHEjVq9ejXXr1qVw5USZRehMEEKV0QshIHSmFK+IiIiIiIjCCSmlTPUi+uJyufCLX/wiImBva2vD9OnT0draisbGRhiNRlx77bV49tlncezYMRgMapfArbfeittuuw0HDhxAUVFRVK9nt9uRl5eH1tZW5ObmJuS/iYiIiIiIiEgzkDg07TPxdrsdq1atijiWk5ODZcuWweFwoLGxER0dHVi/fj0WLlwYDOABoLKyEg6HA48//niyl01EREREREQUd2kfxBcXF2PkyJHdjmdnZyM3NxfFxcXYunUrnE4npkyZEnHOtGnTAABbt25NylqJiIiIiIiIEilju9Nv374dV1xxBfR6PaqqqgAAo0aNijgnLy8PAIL398TlcsHlcgVv2+32uK+ViIiIiIiIKB7SPhPfkx07duDzzz/HLbfcAgBoamoCoLLz4bTS+s7Ozl6fa82aNcjLywt+jR07NkGrJiIiIiIiIopNxgXxPp8P119/PR566CGUlJQAACwWC4DuwbrT6QQAjBgxotfnu+mmm9Da2hr8qq6uTtDKiYiIiIiIiGKTceX0N910ExYtWoTLLrsseGzSpEkAgMbGxohztdvl5eW9Pp/ZbIbZbE7ASomIiIiIiIjiK6OC+AcffBC1tbVYv359xPHKykoYDAbs2bMn4vi+ffsAAEuWLEnWEomIiIiIiIgSJmOC+L/85S94+eWX8fTTT0MIETx+/PhxjBo1CitWrMCrr74KKWXw/i1btqCgoACXXHJJqpZNREREREREFDcZsSd+w4YNuO2223DzzTdj37592L17Nz799FNs2LABd955JwDg9ttvBwA8+uijAFRH+gcffBBr165FQUFBytZOREREREREFC9pn4l/4okncOWVV8Lv92POnDnd7n/33XcBAKWlpXjzzTexcuVKPPbYY/D7/XjggQewfPnyJK+YiIiIiIiIKDGElFKmehHpxG63Iy8vD62trcjNzU31coiIiIiIiGiIG0gcmhHl9ERERERERETEIJ6IiIiIiIgoYzCIJyIiIiIiIsoQDOKJiIiIiIiIMgSDeCIiIiIiIqIMwSCeiIiIiIiIKEMwiCciIiIiIiLKEAziiYiIiIiIiDIEg3giIiIiIiKiDMEgnoiIiIiIiChDMIgnIiIiIiIiyhAM4omIiIiIiIgyBIN4IiIiIiIiogzBIJ6IiIiIiIgoQzCIJyIiIiIiIsoQDOKJiIiIiIiIMgSDeCIiIiIiIqIMwSCeiIiIiIiIKEMwiCciIiIiIiLKEAziiYiIiIiIiDIEg3giIiIiIiKiDMEgnoiIiIiIiChDMIgnIiIiIiIiyhAM4omIiIiIiIgyBIN4IiIiIiIiogzBIJ6IiIiIiIgoQzCIJyIiIiIiIsoQDOKJiIiIiIiIMgSDeCIiIiIiIqIMwSCeiIiIiIiIKEMwiCciIiIiIiLKEAziiYiIiIiIiDIEg3giIiIiIiKiDMEgnoiIiIiIiChDMIgnIiIiIiIiyhAM4omIiIiIiIgyBIN4IiIiIiIiogzBIJ6IiIiIiIgoQzCIJyIiIiIiIsoQDOKJiIiIiIiIMgSDeCIiIiIiIqIMwSCeiIiIiIiIKEMwiCciIiIiIiLKEAziiYiIiIiIiDIEg3giIiIiIiKiDMEgnoiIiIiIiChDMIgnIiIiIiIiyhAM4omIiIiIiIgyREYF8QcOHMDKlStxwQUX9Hj/0aNHcfHFF2PBggWYP38+nnjiiSSvkIiIiIiIiChxMiaIf+ONN3Dvvffi3nvvRXt7e7f7GxoaUFlZiblz52Lbtm3YuHEjVq9ejXXr1qVgtURERERERETxlzFB/Nlnn40777wTRUVFPd7/q1/9Cg6HAzfeeCMAoKSkBNdeey1uuOEGNDQ0JHOpRERERERERAmRMUG8Jjs7u9uxjo4OrF+/HgsXLoTBYAger6yshMPhwOOPP57MJRIRERERERElRMYF8UKIbse2bt0Kp9OJKVOmRByfNm1a8H4iIiIiIiKiTGfo/5T0V1VVBQAYNWpUxPG8vLyI+3vicrngcrmCt1tbWwEAdrs9voskIiIiIiIi6oEWf0op+z13SATxTU1NALqX2mul9Z2dnb0+ds2aNbjlllu6HR87dmwcV0hERERERETUN4fDEUxG92ZIBPEWiwVA92Dd6XQCAEaMGNHrY2+66Sb8+Mc/Dt72+/1oampCYWFhj6X7sbLb7Rg7diyqq6uRm5sb9+cnShd8r9Nwwvc7DSd8v9Nwwvc7JYuUEg6HA6NHj+733CERxE+aNAkA0NjYGHFcu11eXt7rY81mM8xmc8Sx/Pz8+C6wB7m5ufxBQMMC3+s0nPD9TsMJ3+80nPD9TsnQXwZek3GN7XpSWVkJg8GAPXv2RBzft28fAGDJkiWpWBYRERERERFRXGVcEC+l7LbZf8SIEVixYgU2b94ccd+WLVtQUFCASy65JNnLJCIiIiIiIoq7jAri3W43WlpaUF9f3y2Qv/322wEAjz76KADVkf7BBx/E2rVrUVBQkPS19sZsNuM3v/lNtxJ+oqGG73UaTvh+p+GE73caTvh+p3QkZDQ97NPAAw88gD/+8Y84ePAgAGD69Om46667cN555wXP2b17N1auXAm32w2/349Vq1Zh+fLlqVoyERERERERUVxlTBBPRERERERENNxlVDk9ERERERER0XDGIJ6IiIiIiIgoQzCIJyIiIiIiIsoQDOKTxO1248Ybb8S8efNw6qmn4uc//zm8Xm+ql0UUFwcOHMDKlStxwQUX9Hj/0aNHcfHFF2PBggWYP38+nnjiiSSvkCh2fr8ff/rTnzB9+nRYLBZMmzYNDz/8cLfz+H6noWLdunWYPn06rFYr5syZg5deeqnbOXy/01D0/vvvw2QyYcuWLRHHv/jiC5x33nmorKzEGWecgVdeeSU1C6Rhj0F8klx66aXYvXs33nnnHWzfvh07duzAd77znVQviyhmb7zxBu69917ce++9aG9v73Z/Q0MDKisrMXfuXGzbtg0bN27E6tWrsW7duhSslmjw1qxZg48++giPPPIINm7ciIKCAlxzzTW44447gufw/U5Dxbp163DgwAE88cQTWLduHerr67F8+XLs3LkzeA7f7zQU2e12XHHFFfB4PBHH9+7di8rKSnz729/Gm2++iUcffRSXXXYZXnvttRStlIY1SQn317/+VQKQH3/8cfDYW2+9JQHITZs2pXBlRPFTVFQkFy5c2O3497//fVlcXCw9Hk/w2O9+9ztps9lkfX19EldINHhOp1P+5Cc/iTjmcDhkWVmZtNls0u12Syn5fqeh48UXX4y4/be//U0CkLfffnvwGN/vNBR961vfktdee60EIN94443g8fPOO0+edNJJEedeffXVsry8PPg7gChZmIlPgnvvvRfFxcWYPXt28Ni8efNgsVhw7733pnBlRPGTnZ3d7VhHRwfWr1+PhQsXwmAwBI9XVlbC4XDg8ccfT+YSiQbNbrdj1apVEcdycnKwbNkyOBwONDY28v1OQ8qyZcsibk+dOhUAcPrppwPgz3camtatW4cZM2Zg3rx5EccPHDiATZs2YfHixRHHKysrcfjwYbz44ovJXCYRy+kTzeFwYPv27aioqIg4bjKZMGHCBLz11luQUqZodUTxI4Todmzr1q1wOp2YMmVKxPFp06YF7yfKBMXFxRg5cmS349nZ2cjNzUVxcTHf7zSkbd68GT/72c+CQTzf7zTU7NmzBy+++GK3C7YAgnvf+X6ndMEgPsGOHDkCn8+HUaNGdbsvLy8PLS0taGlpSf7CiJKgqqoKALq9//Py8iLuJ8pU27dvxxVXXAG9Xs/3Ow1JUkr8+c9/xm233YZzzz03eJzvdxpKXC4XbrjhBtx33309JiX4fqd0wyA+wZqamgD0XGqslZ91dnYmdU1EydLb+5/vfRoKduzYgc8//xy33HILAL7faejxeDy488478ac//QlHjhzB4sWLsWHDBgB8v9PQsnr1avzwhz/sseIK4Pud0g+D+ASzWCwAev7H7XQ6AQAjRoxI6pqIkqW39z/f+5TpfD4frr/+ejz00EMoKSkBwPc7DT1GoxE33ngj3nvvPWzatAlZWVn4yU9+Aikl3+80ZLz00kswmUw477zzej2H73dKNwziE2zSpEkAgMbGxm73NTY2ori4OPiDgWio6e39r90uLy9P+pqI4uGmm27CokWLcNlllwWP8f1OQ9nSpUuxcuVK1NbWoq6uju93GjLuuusu3HXXXTAYDMGvq6++GgCwePFiGAwGvt8p7Rj6P4VikZ+fj5NOOgl79uyJOO5yuVBdXR3xAZBoqKmsrITBYOj2/t+3bx8AYMmSJalYFlFMHnzwQdTW1mL9+vURx/l+p6Fu4cKF+O///m/k5eXx/U5DxiOPPIL29vaIYy+88AJ++ctf4uGHH8bcuXPh9/sBgO93ShvMxCfBD37wA9TU1OCzzz4LHnv77bfh9Xrx3e9+N4UrI4ofKWW3SQsjRozAihUrsHnz5oj7tmzZgoKCAlxyySXJXiZRTP7yl7/g5ZdfxiOPPBLR/Oj48eN8v9OQV1VVha9//euwWCx8v9OQMWHCBMycOTPia8yYMRH3zZ49G2eccQZeffXViMdu2bIFFRUVOOuss1KwchrOGMQnwVVXXYXKykrcdtttANR+mptvvhnf+c53sHDhwhSvjih2brcbLS0tqK+v7xbI33777QCARx99FID6EPjggw9i7dq1KCgoSPpaiQZrw4YNuO2223DzzTdj37592L17Nz799FNs2LABd955JwC+32losNvt+PGPf4xnn302mIHcvXs3nn76adxzzz3B8/h+p+Hkf//3f/H555/j9ddfBwDs3LkTGzduxH333Qej0Zji1dFwIySHlCeFw+HAf/7nf2LXrl0QQuCiiy7CqlWroNPxOgpltgceeAB//OMfcfDgQQDA9OnTcdddd0U0iNm9ezdWrlwJt9sNv9+PVatWYfny5alaMtGAPfHEE7jyyiuDAU1X7777Lk499VQAfL9T5mtoaMDXvvY17Ny5E2VlZTjttNNQUVGB//zP/wyO1NLw/U5D0fr163HVVVfhjTfeiMiyv/POO1i1ahX0ej30ej1++9vfYsGCBalbKA1bDOKJiIiIiIiIMgTTwEREREREREQZgkE8ERERERERUYZgEE9ERERERESUIRjEExEREREREWUIBvFEREREREREGYJBPBEREREREVGGYBBPRERERERElCEYxBMRERERERFlCAbxRERE1KcDBw5g1apVKCwsRFVVVdSP++1vf4uCggJs3rw5cYsjIiIaZgypXgARERHF7oMPPsAf/vAHvP3228jKyoJOp8MZZ5yBCy+8EB0dHbDb7Vi5cuWAn3fdunV49NFHsW3btgE/9v/+7//Q0tKC559/Huecc86AH09ERETdMRNPRESU4Z555hnMnz8f5eXl2LdvHw4cOIAPPvgA06ZNw7//+7/jyiuvHPRzX3XVVXjjjTeQlZU14MeuWrUKp556Kr7zne8M+vUH480330zq6xERESWTkFLKVC+CiIiIBqe2thaTJ0/G3Llz8c9//rPb/S+//DIuuOAC3HPPPYPKxGvKyspw9OhRHDx4EOPHj49hxYnl9/tx4okn4tNPP031UoiIiBKCmXgiIqIMtnHjRrS1teHkk0/u8f5/+7d/w8UXXxzz6xgMmbEDb82aNfjss89SvQwiIqKEYRBPRESUwZqamgAAL774Ijo6Ono854orrkjmklLm0Ucfxa9+9atUL4OIiCihGMQTERFlsBNPPBEA8OWXX+Lss8/GgQMHup0zd+5cAMChQ4dQUlICIQSEEDjrrLOC5zz++OOwWq3B+9avX9/ra3788cdYvHgxrFYrJk+ejLVr16Lr7ryOjg7cf//9OOGEE3p8Lq/Xi3vuuQennnoqysrKUFRUhP/4j/9AdXV1j6/5+uuvY+nSpaioqMCoUaNQWVmJV199NXj/bbfdhjVr1gTXMXnyZEyePBk///nPe/3vICIiykQM4omIiDLYueeei9NOOw0A8P7772PWrFlYs2YNnE5n8JyysjKsXLkS48aNQ11dXY+B7be+9S00NDRg5syZfb7e+++/j8rKSuzfvx8+nw/79+/HD3/4Q/zoRz8KnrN9+3Z89atfxQ9+8AN88cUX3Z7D4/Fg2bJl+PTTT7FlyxZUV1fjlltuwYYNGzB//nzU1NREnL9mzRpceeWV+N3vfoe9e/fis88+Q1VVFZYuXYrHHnsMAPDTn/4Ue/fuDT5m37592LdvH/7whz9E8bdIRESUORjEExERZTCdTocXXnghmG3v6OjAz3/+c0ydOhVPPPFEtww5ACxevLjH58rKysKcOXP6fL2HH34YO3fuRFVVFWpqanDhhRcCANauXYvt27cDAE4//XRs3rwZZ555Zo/Pceutt+Lo0aO4//77kZWVBSEErrvuOpx//vk4duwYfvaznwXP/fvf/46f//znuOOOOzBv3jwAQFFREc4//3wAwJ133tnneomIiIYaBvFEREQZrri4GG+//TZuvfXW4Ci4w4cP45vf/CZOP/30bo3edLref/3r9fo+X+u+++7D5MmTAQAFBQV48sknUVJSAgDdyuZHjx7d7fFutxv33HMPli9f3u21Zs+eDQD429/+Br/fDwD4zW9+A5vNhhUrVkSce91112Hp0qW46qqr+lwvERHRUMMgnoiIaAgwGo34xS9+gS+//BLf/OY3IYQAALz77ruYN28eXn/99bi8TtfA22q14rvf/S4A4MMPP4y4z2QydXv8hx9+iJaWFjzyyCOYNm1axNeGDRtQWFgIk8mExsZG1NXVYefOnZg0aVLwv0cza9YsbNq0KaKMn4iIaDhgEE9ERDSElJWV4fHHH8eOHTtw+umnAwA6Oztx+eWXw+FwJOQ1p02bBgBoaWmJON418AZUhQAA/PrXv8bu3bsjvg4fPoyGhgY0NDSguLgYVVVVAACfz5eQdRMREWUiBvFEREQZ7K9//Su2bdvW7fjJJ5+Mt956C9dddx0AoL6+Hhs3bkzIGrRy+vz8/H7P9Xq9AFQ3/f5oJfUHDx7scW8/ERHRcMQgnoiIKMO9/fbbPR7X6XRYu3YtJk2aBADB8W09Zchj0dzcDAD9NsUDgNLSUgDAc889Fwzou9q+fTtcLhfKysoAAG1tbfjHP/7R47kvvPACGhsbB7FqIiKizMQgnoiIKMNt2LCh1/v0en0wuB4/fjwABJvfNTU1dTu/tbUVgGpAF62dO3cCAK644op+z/3KV76CrKwsHD58GKtXr+52f0dHB26//XaYzWaUlZUFL0D8/ve/71ZWb7fb8dBDD6GwsDDqtRIREWU6BvFEREQZ7tNPP+111FpHRwfee+89jB49OjgObty4cQCAXbt24c033wSgAvrvf//7wU72+/bt6/H5upa1OxwOPP7447j44otx9tln97vWnJwcXHPNNQCAu+66C5deeim2b9+Oo0eP4vXXX8eSJUtwzjnnBM//8Y9/DAB45513sGLFCuzfvx8ulwvbtm3DokWL8LWvfS3i+bULFE6ns9+1EBERZSIG8UREREPAjTfeiO9+97vYv39/8NiBAwdw0UUXweFw4JlnnoHVagUAjBw5EgsWLIDf78dZZ52F8vJyjB49GqeccgrOOOMMAMAdd9yBr33ta6ivrwcATJgwAQBw1VVXBfezNzU14ZJLLsGsWbPw+OOPR73WNWvWYP78+QCAZ555BmeccQbKyspwzjnnoKCgAD/4wQ+C51577bW45JJLAADPPvssJk+eDIvFgjPPPBOTJ0/G1VdfHfHcM2bMAKC2GHR0dHCOPBERDTkM4omIiDLcn/70J7zyyisoKCjAZZddhgkTJmD06NFYtGgRxo8fj48//hinnXZaxGOefPJJLFmyBBaLBbm5ufjLX/6Ca665BkIInHvuudiyZQuef/55FBcXAwA2b96Mxx57DHq9HvPmzUNFRQWWL1+Oiy++GC+//DKys7N7XV/XPfjZ2dn45z//id/85jeYOHEiTCYTxo8fj1//+td47rnnIs4XQuCvf/0r7rzzTkyZMgUmkwlTpkzB3Xffjb/85S/dnvvee+9FRUUFLr/8cvzyl7/E9773vVj/eomIiNKKkGz3SkRERAnw7W9/G4899hiefPJJfOMb30j1coiIiIYEZuKJiIgooYqKilK9BCIioiGDQTwRERElhNfrhRACs2fPTvVSiIiIhgwG8URERBQXr776arC7PQC0tLRg0aJFKCkpSeGqiIiIhhZDqhdAREREma+6uhpLly6F0WjE/fffj0WLFuHTTz/FSy+9lOqlERERDSlsbEdEREQx8/l8+O53v4unn34aUkpUVlbiv/7rvzBr1qxUL42IiGhIYRBPRERERERElCG4J56IiIiIiIgoQzCIJyIiIiIiIsoQDOKJiIiIiIiIMgSDeCIiIiIiIqIMwSCeiIiIiIiIKEMwiCciIiIiIiLKEAziiYiIiIiIiDIEg3giIiIiIiKiDMEgnoiIiIiIiChD/H+hqHO5LA085AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "EEG_array = read_excel_data(filename, sheetname, 2, 47, 2, 2)*100\n",
    "FACE_array = read_excel_data(filename, sheetname, 2, 47, 3, 3)*100\n",
    "EEG_FACE_array = read_excel_data(filename, sheetname, 2, 47, 4, 4)*100\n",
    "\n",
    "x_values = list(range(1, len(EEG_FACE_array) + 1))\n",
    "\n",
    "# Plotting the data\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(x_values, EEG_array, label='EEG', marker='+', color=plt.cm.summer(0.5))\n",
    "plt.plot(x_values, FACE_array, label='FACE', marker='*', color=plt.cm.YlOrBr(0.4))\n",
    "plt.plot(x_values, EEG_FACE_array, label='EEG+FACE', marker='o', color=plt.cm.winter(0.6))\n",
    "\n",
    "plt.ylim(10, 85)\n",
    "plt.tick_params(axis='both', labelsize=14)  # 这里可以调整字体大小\n",
    "plt.xlabel('Subject', fontsize=18)\n",
    "plt.ylabel('Accuracy(%)', fontsize=18)\n",
    "plt.legend(fontsize=16)\n",
    "# 保存图表并设置dpi\n",
    "plt.savefig(r'E:\\10.Doctoral materials\\0.Micro-expression\\3.papers\\plot.png', dpi=600, bbox_inches='tight')\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "31213601",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.0464, 0.0592, 0.034, 0.0469, 0.0272, 0.066, 0.0487, 0.038]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eeg_std = read_excel_data(filename, sheetname, 59, 59, 2, 9)\n",
    "eeg_std = eeg_std.flatten().tolist()\n",
    "face_std = read_excel_data(filename, sheetname, 60, 60, 2, 9)\n",
    "face_std = face_std.flatten().tolist()\n",
    "eeg_face_std = read_excel_data(filename, sheetname, 61, 61, 2, 9)\n",
    "eeg_face_std = eeg_face_std.flatten().tolist()\n",
    "eeg_face_std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "419eb1ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 数据\n",
    "# emotions = ['happiness', 'surprise', 'sadness', 'fear', 'anger', 'disgust', 'tension', 'calmness']\n",
    "emotions = ['happiness', 'surprise', 'sadness', 'fear', 'anger', 'disgust', 'tension']\n",
    "\n",
    "eeg_scores = read_excel_data(filename, sheetname, 54, 54, 2, 8)*100\n",
    "eeg_scores = eeg_scores.flatten().tolist()\n",
    "face_scores = read_excel_data(filename, sheetname, 55, 55, 2, 8)*100\n",
    "face_scores = face_scores.flatten().tolist()\n",
    "eeg_face_scores = read_excel_data(filename, sheetname, 56, 56, 2, 8)*100\n",
    "eeg_face_scores = eeg_face_scores.flatten().tolist()\n",
    "\n",
    "eeg_std = read_excel_data(filename, sheetname, 59, 59, 2, 8)*100\n",
    "eeg_std = eeg_std.flatten().tolist()\n",
    "face_std = read_excel_data(filename, sheetname, 60, 60, 2, 8)*100\n",
    "face_std = face_std.flatten().tolist()\n",
    "eeg_face_std = read_excel_data(filename, sheetname, 61, 61, 2, 8)*100\n",
    "eeg_face_std = eeg_face_std.flatten().tolist()\n",
    "\n",
    "# 设置柱状图的宽度\n",
    "bar_width = 0.25\n",
    "\n",
    "# 设置柱状图的位置\n",
    "index = range(len(emotions))\n",
    "eeg_positions = [i for i in index]\n",
    "face_positions = [i + bar_width for i in index]\n",
    "eeg_face_positions = [i + 2 * bar_width for i in index]\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.bar(eeg_positions, eeg_scores, yerr=eeg_std, align='center', alpha=0.7, width=bar_width, label='EEG', color=plt.cm.summer(0.5), capsize=5, error_kw={'ecolor': 'gray', 'elinewidth': 1})\n",
    "plt.bar(face_positions, face_scores, yerr=face_std, align='center', alpha=0.7, width=bar_width, label='ME', color=plt.cm.YlOrBr(0.4), capsize=5, error_kw={'ecolor': 'gray', 'elinewidth': 1})\n",
    "plt.bar(eeg_face_positions, eeg_face_scores, yerr=eeg_face_std, align='center', alpha=0.7, width=bar_width, label='ME+EEG', color=plt.cm.winter(0.6), capsize=5, error_kw={'ecolor': 'gray', 'elinewidth': 1})\n",
    "\n",
    "# 设置x轴标签和标题\n",
    "plt.xticks([i + bar_width for i in index], emotions)\n",
    "plt.tick_params(axis='both', labelsize=16) \n",
    "# plt.xlabel('Emotion', fontsize=16)\n",
    "plt.ylabel('Accuracy(%)', fontsize=18)\n",
    "# 添加图例\n",
    "plt.legend(fontsize=16)\n",
    "\n",
    "plt.savefig(r'E:\\10.Doctoral materials\\0.Micro-expression\\3.papers\\bar.png', dpi=800, bbox_inches='tight')\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "073b67d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 数据\n",
    "# emotions = ['happiness', 'surprise', 'sadness', 'fear', 'anger', 'disgust', 'tension', 'calmness']\n",
    "emotions = ['happiness', 'surprise', 'sadness', 'fear', 'disgust']\n",
    "\n",
    "eeg_scores = read_excel_data(filename, sheetname, 54, 54, 2, 6)*100\n",
    "eeg_scores = eeg_scores.flatten().tolist()\n",
    "face_scores = read_excel_data(filename, sheetname, 55, 55, 2, 6)*100\n",
    "face_scores = face_scores.flatten().tolist()\n",
    "eeg_face_scores = read_excel_data(filename, sheetname, 56, 56, 2, 6)*100\n",
    "eeg_face_scores = eeg_face_scores.flatten().tolist()\n",
    "\n",
    "eeg_std = read_excel_data(filename, sheetname, 59, 59, 2, 6)*100\n",
    "eeg_std = eeg_std.flatten().tolist()\n",
    "face_std = read_excel_data(filename, sheetname, 60, 60, 2, 6)*100\n",
    "face_std = face_std.flatten().tolist()\n",
    "eeg_face_std = read_excel_data(filename, sheetname, 61, 61, 2, 6)*100\n",
    "eeg_face_std = eeg_face_std.flatten().tolist()\n",
    "\n",
    "# 设置柱状图的宽度\n",
    "bar_width = 0.25\n",
    "\n",
    "# 设置柱状图的位置\n",
    "index = range(len(emotions))\n",
    "eeg_positions = [i for i in index]\n",
    "face_positions = [i + bar_width for i in index]\n",
    "eeg_face_positions = [i + 2 * bar_width for i in index]\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.bar(eeg_positions, eeg_scores, yerr=eeg_std, align='center', alpha=0.7, width=bar_width, label='EEG', color=plt.cm.summer(0.5), capsize=5, error_kw={'ecolor': 'gray', 'elinewidth': 1})\n",
    "plt.bar(face_positions, face_scores, yerr=face_std, align='center', alpha=0.7, width=bar_width, label='ME', color=plt.cm.YlOrBr(0.4), capsize=5, error_kw={'ecolor': 'gray', 'elinewidth': 1})\n",
    "plt.bar(eeg_face_positions, eeg_face_scores, yerr=eeg_face_std, align='center', alpha=0.7, width=bar_width, label='ME+EEG', color=plt.cm.winter(0.6), capsize=5, error_kw={'ecolor': 'gray', 'elinewidth': 1})\n",
    "\n",
    "# 设置x轴标签和标题\n",
    "plt.xticks([i + bar_width for i in index], emotions)\n",
    "plt.tick_params(axis='both', labelsize=16) \n",
    "# plt.xlabel('Emotion', fontsize=16)\n",
    "plt.ylabel('Accuracy(%)', fontsize=18)\n",
    "\n",
    "# 设置y轴从40开始\n",
    "plt.ylim(50, plt.gca().get_ylim()[1])\n",
    "\n",
    "# 添加图例\n",
    "plt.legend(loc='upper left', bbox_to_anchor=(0, 1), fontsize=16)\n",
    "\n",
    "\n",
    "plt.savefig(r'E:\\10.Doctoral materials\\0.Micro-expression\\3.papers\\bar.png', dpi=800, bbox_inches='tight')\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "63eb47f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "emotions = ['happiness', 'surprise', 'sadness', 'fear', 'anger', 'disgust', 'tension']\n",
    "counts = read_excel_data(filename, sheetname, 87, 93, 5, 5)\n",
    "counts = np.round(counts).flatten()\n",
    "\n",
    "# 为每种情绪指定不同的颜色\n",
    "# colors = ['gold', 'yellowgreen', 'lightcoral', 'lightskyblue', 'salmon', 'lightpink', 'lavender']\n",
    "colors = ['salmon', 'lavender', 'lightskyblue', 'lightskyblue', 'lightskyblue', 'lightskyblue', 'lightskyblue']\n",
    "\n",
    "# 创建图形和轴\n",
    "fig, ax = plt.subplots(figsize=(8, 6))  # 宽度为10英寸，高度为6英寸\n",
    "# 绘制柱状图\n",
    "bars = ax.bar(emotions, counts, color=colors)\n",
    "\n",
    "# 设置坐标轴上文字的大小\n",
    "ax.tick_params(axis='both', which='major', labelsize=32)  # 设置坐标轴刻度标签的大小\n",
    "\n",
    "# 在柱状图上添加数值标签\n",
    "for bar in bars:\n",
    "    yval = bar.get_height()\n",
    "    ax.text(bar.get_x() + bar.get_width()/2, yval, int(yval), ha='center', va='bottom', fontsize=30)\n",
    "    \n",
    "# 设置纵坐标的数据范围\n",
    "ax.set_ylim(0, 130)  # 设置y轴的最小值为0，最大值为150\n",
    "# 设置横坐标类别标签的倾斜角度\n",
    "plt.xticks(rotation=45)  # 将x轴标签旋转45度\n",
    "\n",
    "# 设置轴标签和标题\n",
    "ax.set_ylabel('Counts', fontsize=34)\n",
    "# ax.set_title('Emotion Counts', fontsize=30)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "id": "1319d3a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 创建数据\n",
    "gender_counts = [26, 11]  # 男性和女性人数\n",
    "gender_labels = ['Male', 'Female']  # 性别标签\n",
    "gender_colors = ['lightskyblue', 'lightcoral']  # 为男性和女性设置颜色\n",
    "\n",
    "# 创建图形和轴\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 定义autopct参数的格式，显示人数，比例放在括号内\n",
    "def autopct_format(pct):\n",
    "    total = sum(gender_counts)\n",
    "    val = int(round(pct*total/100.0))\n",
    "    return f'{val} ({pct:.2f}%)'\n",
    "\n",
    "# 绘制饼状图，同时显示人数和比例\n",
    "wedges, texts, autotexts = ax.pie(gender_counts, labels=gender_labels, autopct=autopct_format, startangle=90, colors=gender_colors)\n",
    "\n",
    "# 设置饼状图的标题\n",
    "# ax.set_title('Gender Distribution', fontsize=20)\n",
    "for text in texts:\n",
    "    text.set_fontsize(25)\n",
    "    \n",
    "for autotext in autotexts:\n",
    "    autotext.set_fontsize(18)  # 设置百分比数字的大小\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36fd609a",
   "metadata": {},
   "source": [
    "# PPG+RSP+EDA+MEs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "337f5721",
   "metadata": {},
   "outputs": [],
   "source": [
    "import openpyxl\n",
    "import numpy as np\n",
    "from openpyxl import load_workbook\n",
    "from openpyxl.utils import FORMULAE\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.family'] = 'Times New Roman'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f4ba7a79",
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = r'E:\\10.Doctoral materials\\0.Micro-expression\\3.papers\\PPG+RSP+EDA+MEs\\results.xlsx'\n",
    "sheetname = \"data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "33edd053",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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b6tevb/SYOXPmAAB69+5tcLuHhwf8/f11P+/atUtve0BAgO72xIkTUa9evTznaNOmDdzd3XX7//jjj3lCTyaToVmzZrqfHz9+rLe9bNmyuttVq1bN8xhVqlTR3U5NTTX4XAoSHh6Obdu2oUWLFnrPK7dq1arpbt+7dw/Xr183+fycktNGqAURp6PY4YuotNJotAtdeHpafrrO559/Ps/MX02bNkWrVq1Qu3btPPunpqbqrucaCtQcGs3Tz7CwsDC9bS4uLgWWSyKRwN/fH5mZmfnu5+Pjo7udlZWlt61Dhw7YtGkTUlJSMHz4cL1tarUajx490vu5KA4cOABBEHDmzBldK8Gznv2SFRYWhkaNGpl0fgazjbgUJyBVZe1SEJE1pacLcHOTQiazzjjawMBAtGzZMs/9V65cgSBom9ovXLgAJyenAs/l6ak/v6ypk5yYsl/ufXLKlduQIUP0fr5z5w5++eUXbN68GW5ubrr7i9pCkdPbumfPnpg7d65Jx+SuqReEwWwDFGoRZ2LY4YuotBNFIC1NA19f630051y/zS0uLk53u2LFinkWwLBVp06dwqxZsxASEoIPP/wQFy5cwKFDhzBy5MhinTfn9yEIAho2bGiOourhNWYbcCZGgIKt2EQE7Yxg1hw+tWXLljz3ZWdn625fuXKlJItTJImJiRg4cCA6dOiAunXrIiwsDNOmTTP4paMocn4fllrgg8FsZanZIi7FsbZMRE+lpdnWN/UyZcrobv/xxx8mHXP//n1LFSdfsbGxaNWqFbZv347vvvsOP/30Ezw8PMz6GDm/j5iYmHzHfedISEgoVEczBrOVnY7SQM2O2ESUi1IpIjvbdr6w5+609PvvvyM0NDTf/UNCQjBz5kxLF8ugL774AmFhYXB1dTXLJCKG5P59TJs2zeB17txmzpxZqJYGBrMVxWWJuJbIVCaivNLTzRfMxR2GVblyZd3EHEqlEgMGDMgzfjiHUqnEqFGjTJra0xL27NkDAHB1dS1wlaii/l569eqlu338+HGDE53kOH/+PIKCgtC6dWuTz89gtqK/ozWcTITIRFFREfjuu8moU6dswTsboFQqsWdPEMaNew99+3bCRx8Nx6JFs8xcSvMxZ6352eFHCoWi0OeYOHGi7vatW7fQrFkz/P7773rn+ueff9ClSxdkZmbitdde0ztepXo67CS/GmZOWOYXmrm35T4v8PS5Jicn6yY5yaFQKPTm2M4pe2JiItLS0gye09CQqqZNm6Jr1666nxcsWIBevXrh8uXLeudesWIFevTogU8//bRQS0myV7aVJClF3E5mLBMVJDT0OlasWICdO7fk+RA21e7d2/Dtt1+gQoVKmDRpBtq371KkNYpLWnq6gDJlil/OW7du6f0cGhqKunXrFuocw4YNw44dO7Bz504AQEREBIYPH4733nsPFStWRFxcHDIyMuDq6opTp05BJtMfj517YQpjtW21Wq2bEjQpKQmiKBpcgjH3tKFRUVF625o0aYKzZ88CAAYNGoR58+ahXr16OHnyJBYuXIhy5crp9j148CCef/55TJs2Dfv37zdY1sjISINl/fXXX/Hiiy/qyhIcHIzg4GD4+fnBy8sLERER0Gg0aN26td4sYKaQiCU11QzpOfhYgyucE5tyqeMJtPIseL/S5MaNq/j7779Qtmw5fPnlWKSkJAMAIiOz8z/wP9nZ2Zg06SNs27Yen376BSZO/CZPYNi6smXlcHIq/Ljm5ORkPHz4ECEhIZg8ebJeGFasWBEzZsxAy5YtUblyZb0Zu/KjUCgwYsQIo1N3uru7Y9u2bXqzg4WHh+PKlSsYPXq0bgGLMmXKYOXKlahXrx4aNGiAhIQEhIaGYvXq1Vi7dq3u2Pfffx8jR45EvXr14OXlhWvXruHEiROYOHGi7ktanTp1MH/+fDRt2hSVKlVCcHAwevfunafGXbZsWaxZswa+vr7o0KGD7n4PDw/s378fHTt2RFJSEm7cuIGpU6fq1bY//fRTDB8+HPXq1dPrSHb16lW89tpreWYfy9GsWTMcOHDA6OxgxjCYrSBTJWLZDTU7fZEeBnP+vvjiY2zYsAqAacGsUqnwv/+9gaNHg/HNNz/igw/GWrqIFuHqKoGfX+EbN5csWYJPPvmkwP2+++47fPXVV4U69/79+7Fy5UqcPXsWycnJqFixInr06IEpU6boFqLI0a1bNxw9etTgeTw8PJCeno558+bpNZU/a+3atejZsycqVqxodJ9Ro0ZhxYoVAIB9+/Zh2rRpuHHjBvz9/dG3b1988803KF++PERRxODBg3HgwAG0bNkSCxYs0F0/X7FiBUaPHm30MQ4fPoxu3brp3ZeRkYGff/4ZQUFBuHPnDkRRRJ06dTBs2DB8/PHHhWrCzsFgtoKTURr8E83aMuljMOdv1qyv8PPP2lmWCgpmURQxZswI7Ny5BW+99S5+/HF5SRTRYgIC5JDLrTMbGJU827/I4mCyNSIuc9wyUaHJ5QVPA5lj/fpfsHPnFgQElMeMGfMsWKqSkZ5uW+OaybIYzCXs3wTO8kVUFIY6ARmSkBCPOXOmAQBGj54Ad3fzTi5hDVlZIgSBjZulBXtllyBBFHGetWUii1q6dB6Sk5Mgl8vRoUNXLF/+E06dOoYHD+5BFEU0aNAY778/Fi1btrV2UQslM7NkVp4i62ONuQTdThaRalpnUiIqAkEQEBS0AQAgl8sxdepYlC9fETNnLsCiRWtQp059HDiwCwMGdMHKlQutW9hCyswUSmy9ZrIuBnMJ4vAoIsu6fv0qEhK0K//07TsYO3cew4ABQ1Cz5nNo3rw11q79A127vgJRFPHtt1/g+PGDVi6x6TQaIDubwVwaMJhLSLJSxKN0vqmILOnmzX91t5s0aZbnurREIsH06XMhkUggiiLmzv2mhEtYPJmZ/HJfGjCYS8i/CXxDEVlaXFyM7na5cuUN7lO7dh28+GJLAMDVq5cQHx9bImUzB4VChEbDL/iOjsFcAkRRxLVEBjORpeWuIbu6uhndr0WLNrrbjx8/tGiZzC0ri58ljo7BXALup4pIK9oUv0RUCAEBT2vJyclJRverUqWa7rY9zJmdGzuBOT77ekXaqX9ZWyYqEY0aNdHdDgu7ZXQ/Z2cXANoadmBgdQuXyrw0Gu3KU+S4GMwWlqkSEZbCNxFRSahfvzGqVtXO1Xzq1HGj+yUkaK8rN2nSDGXKmLaAgy1hJzDHxmC2sOtJAjhhD1Hx5W6+za8pd9y4qQCAS5fO4saNqwb3OXv2NADgww8LtxyfrVAqOROYI2MwW9h1NmMTmUVmZqbudlZWptH9Bg0ajo4dXwYATJv2WZ6F7s+d+xsnTx7BK6/0xWuvvWGZwpYANmc7LgazBSUrRcRmWbsURPZNqVTizp2bOHLk6UL2q1cvRUJCPDSavBPPS6VS/PrrVrz0UiucOXMSo0YNQVhYKNLSUrFjxyaMHDkA7dt3xZIl60vyaZidQsEv/Y6Kyz5a0LkYDY5H8s1DpuGyj3nFxkajSZOqRrePGjUe06fPMbgtOzsbq1Ytxh9/bER4+F24ubmjbt2GGDx4BAYNGm7yohi2SiIBypeX2/3zoLwYzBb0+x01nmTw10umYTBTYfn6yuDmxoZPR8O/qIVkqEREMJSJyILYnO2YGMwWEpYigrFMRJakVIqcbMQBMZgt5E4Kv8kSkWWJIntnOyIGswUoNSIepvHNQkSWx+Zsx8NgtoD7qSK4AAwRlQSFgs3ZjobBbAF32YxNRCVEFIFn5lAhO8dgtoDH6fz2SkQlR6lkZcCRMJjNLFkpIpVLPBJRCcrOZmXAkTCYzewRa8vkQHjt0noK87vPzuZ1ZkfCYDazR+lsUiL7FxJyEWPGjEBKSrK1i1JqffXVeBw9GmzSvrzO7FgYzGbG68tkz0RRxJIlP+Lnn+fgu+8WwNfXT297RkY65s6djvbtG6J6dU/UrRuAQYN64PDh/UbOmFdIyEVUquRs8N9zz5VBenpakcu/bNl8o+d+/fVuJp8nMTEBa9cux8iRr2PQoJ749NOR2Lt3u94+oihi7drl6NbtJdSs6Y0XX6yOr74aj7S0VJMeQ6PRoH//Lpg16yuD26dPn4sDB3Zh7Nj/QalUFng+Xmd2HAxmM0rJFpGSbe1SEBXdF198jBMnDmPFik3w8yujty05OQl9+nTAwoWzcO/eHWRnZyM1NQWnTx/HiBH98csvi0x6jMWLZxvd1r//m/D09CpS2ZVKZb5lGDbsvQLPoVKpMG/et2jevBYuXPgHU6Z8h23b/sTixWvzLBE5bty7+PLLsXjllX64eDEcn346GWvWLMXQob2hUhXc0WT+/G+h0WgwceI3Brc7Oztj3rwVkEikeOONl5GRkZ7v+Xid2XFwEQszup4oYN/DvMvQEZnC2otYzJr1FX7/fTX+/vtmnpoyAAwa1APe3j746KPP8dxzdREdHYE1a5Zh/fpfIIoiXFxc8NdfV1GtWk2jj3Hnzk106fIiatSobXD7smUb0KhR0yKV/7ffVuLbb79ApUpV8mzz8PDE7t0n4OLiYvT4qKgIvPvuQISFhWLBglV49dXXje574sQRDBnSCzVr1sbp0zd19/fu3RZXrlzADz8sxjvvfGj0+NOnj2PUqKE4ePAsqlSplu/zUiqV6N27DapVq4lff91mdDUprjblOOTWLoAj4fVlslcnThzBkiU/YurU7w2G8v79O9C0aXNMmTJTd5+XlzdmzfoZMpkca9YshVKpxIkTR/D22x8YfZyff56LLl16Yv36XWYtv1qtxvLlP+Hzz6dh9OgJhT4+KioC/fp1RkJCHDZu3IuWLdvlu39Os3bdug317m/SpDmuXLmA/ft3GA3mhIQ4fPrpSPz447ICQxkAXFxc8P33i9G/f2csXPgDxo//0uB+OdeZnZwKPCXZODZlm1EEry+THVIoFJgw4QO4urph5MjRBvepWfM5TJ78ncFtuY/JrwHu0aNw7N69zWiwFMeuXVuQkZGOESNGFfrYpKREDBnSC48fP8DcucsKDGUAiIx8AgBwd/fQu9/HxwcAEBX1xOBxoihi7Nh30aPHa+jVq7/JZWzZsi2aNWuNBQu+x8OH943ul53NyoEjYDCbiUoQkVhw/wwim7Nu3XJERT1B+/Zd8gRNjnr1GhltIq1UKRAAIJfL0aVLD6OPs2zZfPj6lsHjxw/w5MnD4hf8Pzkd1mrWfA5nz55CcnJSoY6fPHkM7ty5hW7demHAgCEmHePvXxYA8lz3zczMBAD4+ORtdQCAFSsWICrqCaZP/7FQZQSAvn0HQa1W46efZhrdR6Vi5cARMJjNJD6LyzyS/dFoNFixYgEAoFu3XkU6R1hYKADg448/R2BgdYP7xMZGY9u29YiPj8WHH76FFi2eQ+/ebREUtAGCULxa3p9/7sGdO7dw4cI/GDasD154oQpGjOiPc+f+LvDYU6eO6ZqlP/98msmP2b37qwCAO3du6d1/7doVAEC7dp3zHHPlygUsWjQLK1ZshKurq8mPlaNVK21NfseOzbh/P8zgPhwy5RgYzGYSq7B2CYgK7/Tp44iNjQaAIne6WrlyAfr3f9No72LtPguhUOi/Sa5cuYCxY99Fr15t8PjxgyI9NgAsWTJX72eVSoXDh/ejf//O+PTTkcjKyjJ67A8/aJvV69dvBCcnJ8ycOQV9+nREixbPoWPHxpg8eYzB2n3v3gPQrl1n3Lt3B9u2rQcAHDiwE2fPnkKVKtUwatR4vf1TU1MwevQwTJs2F889V69Iz7NevUZwdXWDRqPB9u0bDe6jVnOiEUfAXtlmcviJBpfieH2His4avbKnTPkUv/22AgAQFpYIDw/TC6BWqzFr1lfYtGkNNm3aj6ZNmxvdNyYmCqmpyYiOjsKtW9fw5597cPbsKd32MmXKYufOY3juubqFKr8oinj8+AHS09MQEfEYISEXsXv3Vty/f1e3T9OmzREUdChPM31o6HV06fIiAMDHxxcdOnTFm2++g5o1n8Pt2zfxww9f4s6dW/D09MJvv+1E69Yd9I7PysrC7NlfY9u29f+NMxbRvftrmDFjHsqXr6i376hRQyGVSrF8+e+Fen7P6tixMcLCQlG/fmMcOXLR4D4BAXLI5eyZbc8YzGayMUzNyUWoWKwRzK+80hpXr15CuXIVEBLyyKRj7t8Pw6FD+7BhwyqEhz8NwGHD3sPs2UsglZrWEPfXX4cxbdoE3L17G4C2g9mxY1fg7Oxc+CeSi1qtxoYNqzB37nTdzGWDBg3HwoWr9fZbuXIhZsyYBABYuPBXDBr0tt72pKREdOv2EqKiIuDnVwbHjl3JE7g5kpOT4OHhCScDXaJ///1XLF06D4cOnYeXlzcA7ReKjRtXY8uWdUhOTkSLFu0wfvxUo5cCcrz9dj8cOXIAUqkUt27F6s6Xm5+fDK6ubAy1Z/zrmUlcFkOZ7E9o6HUAgLe3j8nHCIKAatVqoE+fN/SG+/z++6+YPv1zk8/TqdPL2LPnJBo31tZa798Pw5Yt60w+3hi5XI6RI0cjKOiQbpKUoKDfERamfz345s1/dbcN1fb9/MpgwgTtrFxJSYlYudL45CW+vn4GQ/n27RuYOXMKli//XS9EP/tsFCZN+gj9+g3GihWbcOXKebzyShvcvn0j3+dWrlwFANq/wb17dwzuww5g9o/BbAap2SIUnFeE7Ex6eppuqsfCzLZVu3YdvPJKP3zxxbf4+++bmDTpG12P7d9+W4FHj8JNPpevrx82bz6gC5xDh/YV4hnkr2HDJliz5g9IpVKIoohDh/SnDY2Li9XdDgioYPAcffsO0k1KcvTogUI9flZWFkaNGoqxY6egSZNmuvuPHg3Gli3r0KJFW7z33ido2LAJvvpqFhIT4zFx4kf5ntPNzV1329iQLLWawWzvGMxmEMvaMtmh3HM6OzsbnxErP05OThg3bio++GAcAG0z8rlzpwt1Dj+/MhgzRtukXJhQN0XLlm3Ro8drAJCng1nu4V+urm4Gj/f09EK9eo3+O75wQ7y+/no8qlSphg8/1O8ItmnTGgBPe1kDQOvWHSGRSHDx4hncuXMTxri5PS1nVlamwX1YY7Z/DGYziFfwjUD2Ry5/OvGfQmG857IpPvpoAmQyGQAgOjqq0Mf37KkNz8J0PjNVTjC7u+ufOyCgnO52Sorxsc9VqlQFAJOvnQPA7t3bcPRoMBYtWp1n/Pfly+cBABUqVNbd5+7uDl9fbbP7hQtnjJ43dxmMfZnQaLhcp71jMJsBF64ge+Tt7asLDWO1L1MFBJRH7dp1dLcLq1w5baeqnNqpOeWcu359/ekzGzZ8Ojzs2fHIueW0JlSvbnwO8NwePryPyZPH4Oef18HfPyDP9qSkBACAi4v+WOacZuqEhDij505PfzqhibFJTACOZ7Z3DGYzSOWqLmSHXFxcULmytjaYmppS7PN5eHhCIpGgXbtOhT42NlZbyx48+O0C9iy82NgoeHv7oGfPvnr39+jxqu6LyenTx4weHx+vDcpOnboX+FgqlQqjRw/DiBGjDE4yAmi/EAGARqOfnkqldpz3szX73HIviVm9ei2j+2k0/EyyZwxmM2Awk7164QVtj+jY2Og8E4AURnp6Gm7duo7+/d80aWGGZ+3cuQWvvfaGSfNUF/7cWzFlysw8HdwCA6vjjTfeAgBs3bre4JrHCoUCISEX4OrqhnfeMTyPeG4//PAl5HInfP75dKP75EzkEhPztMlfqVTqatJ16tQ3emx0dCQAwN8/AJUrBxrdj8Fs3xjMZpBa8NKrRDapQ4duALTXJB89Mr44woMH93DkyAG9GltuM2dOQeXKgZg5c2GebSkpyfj11yU4efKowWOvXLmAEyeO4KeffjG4PSTkIpo3r41mzWohJER/Uo27d29j1arFRjtMrVmzDNWr1zS6uMWXX/6AihWrIDY2GgsXfp9n+y+/LERqagqmTp2pu9ZszNGjwdi2bT2WLdugd/3+WTmtApcundPdd/bsKQiCgAoVKqFVq/ZGj80Z8922bad8y6LhKBG7xmUfi0mpEaHkm4DsVK9e/fDVV+OgUqlw69Z1PP+84dpa376dEBcXAx8fX4wc+RH69x+MypWr4tGjcCxaNBvp6WnYvfuEwSUjd+3aimnTtEsxdunSE598MgkNGryA5ORE7Nq1DdHRkVi/fjfc3d3zHAtoxyBHRGgnP9m+faPe0KMff5yBvXu3Qy6XY/jwD/D22+8jMLA6wsPvYsuW31CtWg3MmvWz0edfrlwFbN68DwMH9sDixXMgk8kxbNh7kMlk+O23lVi0aBbGjp2M9977JN/fY3R0JMaNew/z5q0oMMD79BmIPXuCEBy8G7t2bUWzZq0xc+YUyOVyzJmz1OB4aEC7YEbOEKl+/Qbn+xiCwBqzPePMX8UUlyVidSh7WlDxWWPmLwD44ouPsWHDKowc+RG+/36hwX127tyCpUt/RHj4PSiVCvj4+KJ8+Ypo2bI9+vUbjJYt2xo9v1KpxNy503HgwC7ExETByckJVapURYcOL2PgwLdQv37jfMsXEnIR77//JgBg9eptuglJAO3yizNnTsGZMyeRlJQALy8f1KhRG927v4qBA4cZnanrWbGx0Vi0aDYOH96PmJhI+Pn5o1mzVnjvvU/yrcEC2sk+Bg3qgeeeq4dZsxab9HhqtRpLl/6ITZvWIi4uGg0aNMHkyd/mWxM+eHAvRo58HVWqVMPff980GuAA4Owsgb8/6132isFcTPdSBATdZ5WZis9awRwZ+QRt29ZD+fKVcPbs7ZIvAJlk4sTR2LhxNebNW4mhQ0fmu69cDgQEGA9usm28xlxMqRzMT3auUqUqGDVqHB49Csfp08etXRwyICMjHcHBu/Hiiy1M6rnOa8z2jcFcTGkcw0wOYOLEb9CuXRfMnv11sddHJvNbtWoxlEoFfv55nW4il/yIIq8z2zMGczFl8vIyOQCZTIaVKzchKSkRixfPtnZxKJfQ0Ov49dclWL06CDVq1Db5OH6/sl8M5mJScLwgOQg/vzLYufMYjh79E5s2rbV2cQhARMRjjBkzAj//vBYdOnQt1LEcy2y/GMzFxFWlyJGUK1cBQUGHEB4ehrlzv4GGFyutJjh4N6ZP/wyrVwehc+cehT6e3XrtF3tlF9Nvt9WIyuSvkIrPWr2yjbl79zbKl6+ot44wlZwLF86gefPWRT7e11cGNzfWvewRB7oVk5LNReSgchalIOsoTigDrDHbM36dKiYVO1gQkQ1iY6j9YjAXUzaDmYhsEHPZfjGYi4k1ZiKyRQxm+8VgLgZBFMEx/ERkixjM9ovBXAzs90VEtorBbL8YzMUgsXYBiIjI4TCYi0HKZCYiG8Ve2faLwVwMzGUypwgFIBS8PgGRSZjL9ovBXAwSCaOZzCddDWyMAFKsXRByCPx4sl8M5mLia5/MSQCwKxq4rQRfXFQsrDjYLwZzMfE6M1nC2STgWDL4DqUiYy7bL77ti4mvfbKUx1nA1mggm9/+qAgYzPaLwVxM/MwkS1IIwOZIEdECX2hUOAxm+8VgLiYGM5WEg7EiLmXyw5ZMx9eK/WIwF5Mrh7dQCbmeCuyLB0S+5ogcGoO5mNzk/FpKJSdeBWyMBNL4sqMCsFe2/WIwF5Mbay9UwjQisCMKuKcCex+SUcxl+8VgLiY3ubVLQKXV6QTgZAog4buYDGAw2y/GSjG5yiUAHHvuO3W2Eme3rUBI8GbEPbgNURThH1gLDbv2R9uhn8LV09vosWkJMTi1fgFCT+1DcvRjyF3cENiwBdoOGYPn23QvwWfhmMIzgVgl0Lc84MS1wSkXKb+w2S2JyJnOi+V0lAanox33EzErLRmrR7+CiJuXDG73q1wDI3/eg4DqdfJsC790Chs+ewMB1eug92fzUL5mPUSGhmDf/M8RGXoFbYaMwaufz+e1MDPpVV6CAAnfzqRVrpwcMhnfW/aIwVxMl+I0OPzEcYN5w2dv4O7Zo2g1cBRqt+oGD7+yiAy9ir/WzEHC47sAgDJVamLs1stwdnPXHRcbHoqlw9vAp1xljNl4Tm+bIi0FS99ug/iHYej+0Qx0fm9KiT8vR9XEB2jizgUMCKhQQc4vvXaKjR3F5Mi9siNuXcHDkDP4aP1pvDJuNp5r1Q2V6jRBs74jMGbjWVSu/xIAIPHJfVzYtUbv2N2zPkF2ZjravTVWL5QBwNXLB90/mgEAOLLyW8Tev1UyT6gUCEkBghPBd3YpJ5GwV7Y949u3mNwduFf29SN/oP+XS1G+VoM821w9vfHGN6t0P4dfOqm7HXv/Fu5fPAEAqNKwmcFzN+jSH65evhA0Gpxc/5OZS166xSiBTVFAJt/dpZbMgT+XSgO+dYvJy9lxv5VWbdwK9Tv3Nbq9Qu2G8A+sDQBQZ2fr7n8Q8o/utou7l8FjpTIZqjdpAwAIPXWAi7qbmUoEgiKBB2prl4SsgdeW7RuDuZh8nR13KGm9jq8W2Bzm4VcWAOAfWFN3X0ZSnO62Ij3V6LF+lWvo9k+KfFCMkpIxJ+KBv9M4pKq0YY9s+8Y/XzHJpBJ4OVu7FNaTGhcFAKjfqY/uPhePp8OnYu/fNHqsk7OL7nZ6YpzR/ah47mYAO2IBDZs3Sw3WmO0bg9kM/By4OTs/iU/uIznqISrUboiazTrq7g9s1EJ3++aJvUaPz0xN0t2W8Cu+RaWqgY0RQKK1C0IlgsFs3/hpaAa+LgXv44jO71wNAHhl/By9Ju/ABs1QtXErAMDN47vxxMgY6KSIB7rbnv81iZPliAD2RgM3FJwVytGx85d9YzCbgZ9L6fuUS42LwtltK9Cs30g83/rlPNvf/GE9fMpXgaDRYMP413H33FEAgCAIeHz9AoKmv4v7F/8CALh6+cKvUvUSLH3pdjEZOJQEvvsdmNyBh3GWBnxrmoFvKQzm3bM/gV+l6ugzaaHB7X6VqmPMxrNo8fr7yFZkYvXoV/BNh7L4eUhz/HsoCNVeaKPrif1cq24lWHICgEgFsCUKUHBBcYcjlbIp295xrmwzKG3XmP/evARPblzC6HUn4eTqZnQ/zzLl0P/Lpeg3dQkUacmQu7jBycUVAPDHt6N0+73U522Ll5nyUorA1kgRXQMkqCLjcDVHwdqy/WON2Qz8StE15rvnjuKvNXMwcsle+FYINOkYiUQCN28/XSinxkXi30NBAIAqDZqhTtueFisvFexonIhzGRxS5SgYzPaPb0UzcJZJ4O1k7VJY3uMbFxE07V2MWLQLFWo3LPJ59swZh+zMdMjkTug3dakZS0hFFZoG7IoDBHYasntOTgxme8dgNpMK7o79Zoi6cxWbJg3BkNkbUeW/ObKLIiR4M24c2wUA6DVhLirXa2qmElJxJau0Q6pSrF0QKhY5L1DaPQazmThyMEfcuoLfxvbHG9N/QfWmbQ3uo1GrcXj5N/meJ+zsEd215S7vT0WbNz82d1GpmAQAu6KB20o47pR2Do41ZvvH71ZmUtFBg/nh1bNYP74/un04HV4BFREbHqrbJooC1EolYsNv4ey2FajdsovBcwiCgLPbVuDAgkmQSKXo/+UytHj9vZJ6ClQEZ5OACDegix+0aU12QSbjqlKOgOsxm0mWWsSia461YkDo6WBsmjQEKkWmSft/vvsW/ANrAQAykuKREvMYYWeP4PK+3xF7/xZqvNgefacsNrhaFdkmVynQv4IEzgI/JuyBi4sEZcqwvmXv+Bc0Eze5BL7OQHJ2wfvag8c3LmLDhNchqE37slG9SVtdKKfFR+OH7lXh7O4Jv4pVUb1JW/SbsgQ1XmpvySKTBSgEYHOkiB7lJKggZTjbOjZjOwbWmM1oV7gaocn8dZJjaugNNPMA+Ilhu/z8ZHB1Zdche8e/oBk56nVmIgC4ngrsiwdEDqmyWc6lbLIjR8VgNiNH7plNBADxKmBjJJDOl7rNcXKSQMopVh0Cg9mMKrpL+Aslh6cRgT+igHsqcEiVDWFt2XEwR8zIWSZBJQ++Oah0OJ0AnEzhVJ62gsHsOPiWMrMa3nxzUOkRnglsjwVU/CSxOgaz4+Dbycyqe/HNQaVLuhrYFAnEiXztWwuvLzsWBrOZVXSXwIW9VqkUOhAj4moWwImnSh5ry46FwWxmUokE1Tz5JqHSKSQFCE4EP1lKGIPZsfDtYwFszqbSLEYJbIoCMvnpUmIYzI6Fbx0LqOFtvl8rJ2azHv7ui04lAkGRwAPHmj7eJjk78/qyo2EwW4CfiwQ+zsU7x+MbF7H1yxFQpCWbpUxUeHvnjkfo6WBrF8OunYgH/knjkCpLcnVlKDsavl0spFYRa82iKOLEuh9xYs0cvDZpAdy8/Qo8Ju7BbRz9ZSZWfdAd68f1xx8zPkDk7RCTH3PzlGGY8qIzLu1ZX6QyG6PMTMe8vvUx5UVnJEU+KPTxBZVLFEWc2bociwa/hK9be2NWj+rYM3c8FOmpJp1f0Giw8t0uOPjzVwa395owFzeO7cK2af+DOltZ6PKTVlgGsCMW0LBTpEVwbmzHw7+ohdT1K9q32F3ff4w7/xzGkNmb4O5TJt990xNjsWXqcPw8tCXU2UoMmf073l64E69P/wWV6jQx6fEu79uAfw9uK1JZC7J37ngkPL5bpGNNKVfQ9HexZ85YNOjSD5ODw9Hp3ck4s2Up1nzcGxqVqsDHOLLyW4iCBt1Gf2Nwu9zJGQO+XgGpRIpVH7wMZWZ6UZ4KAUhVAxsjgERrF8TBODlJIJOxxuxoGMwWEughgadT4Y45+PNXuH5sJ4bN2wqZU/4HP7jyNxYNehFPblzCR+tPo8eY7+BZplyhHi/xyX3smTOucIU00bUjf+DSnt+KdKwp5Qo7ewRX9v0O/6q10W3U1/Dw9UfrQR+iSsPmeHztHM7vXJ3v8ffOH8e57b9g8PfrIZMbX/1UIpGg35dLkZ2VgaCvR/K6czGIAPZGAzcUHFJlLmzGdkwMZguRSCSo42v6rzfs7BGcWPcjOrz9WYHN1/fOH8fq0T3h5u2LUauPoULthoUun6DRYOtX76Bms46FPrYgKTFPsHPmR6jXobfFynXt8HYAyPPcAxs0BwBcP7LD6LHpSXHY9vVI9P9yGfwqVSuwTHJnF/SdvBg3ju/GsV9/KHB/yt/FZOBQEvjpYwZsxnZM/KtaUD1f077NqpQK/DHjA8hd3NB68Oh8931y8xLWT3gdUpkcwxfsgFfZCkUq29FfZiI7Mx09PzVv0AiCgG1f/w8Nuw5Agy79LVau5OgnAABnNw+9+129fAAAKbFPDB4niiKCpr2Lep1eQ8OuppevetO2qPZCaxxb9T0Sn9w3+TgyLFIBbIkCFOxNXGRyOSCX8/fniBjMFlTZQwJvE5qzz25bjpSYJ6jdskueoMlNpcjCpklDkJ2Zjm4fTkNAteeLVK6HV8/g9MZFeHPWBji5uBbpHMacWj8fafFRePXz+RYtl4dfWQBA9jPXfbOzMgHAaKvDqQ0LkBrzBL0n/Fjo8jXuMQiCWo0jv8ws9LGUl1IEtkaKiNAwXIqCtWXHxb+sBZnSnC1oNDi1YQEAoG67Xvnue3zNbCRFPoCHXwBaDfywSGVSpKdi65cj0PPTH1C+VoMincOYiJuXcezXWXhz1gY4u7lbtFz1O74KAIgNv6V3f2ToFQBA7ead8xzz+PoFHP91FobM3likLyQ1XmwHALgavBnxj8IKfTwZdiROxLkMDqkqLDc3/sIcFf+yFlavgN7Z9y4cR1p8NACgUr2mRvfLSE7QBXjjHoMQfvkUdnz3IRYPaY7ZvWphyVutcHTV98jOysj38XbP+gQVajdA60FFC3ZjsrMysOXL4ej24TSTe4QXp1wNug5AreadEffgDi7t1Q6nun50Jx5cPgXfitXQbvh4vf0VaSnYPGUYek2Yi3I16xW6fABQvnYjOLm6QdBocGX/xiKdgwwLTQN2xQECh1SZhM3Yjo3BbGGVPKT5TjZy8/ge3e2A6nWM7nf1z61QKxUAtB2b7p47hpf6jMDQOZvR5d0pSHh8D0eWz8DSYa2REhth8BxXDmzCvQt/4fXpq4r2ZPKxb95n8KtYHe3eGlvoY4tSLqlUihGLdqHt0E+xb97nmNbGB1u/GoFGL7+B0etOwsPXX2//HTNHI7BhczTvN7LQ5cv9mH4VtZ3Fbp3YV+TzkGHJKu2QqhRrF8QOsLbs2IyPEyGzaVhGir+jBYPbHt+4AADwKlsBLu6eRs9x9+xhANrm8dHrTsCvUnXdtrJVa6N87Qb45b0uiA0PxeYvhmLUmr8gyTUmJSnyIfbMGYe35m7WXZ81lxvHd+PmX3sxduslvcc0RXHK5eTqhlc/n4dXP5+HrNQkOLt5Ghxmdv6PXxFx6zI+2XRed58oiriwYzUu7l6HzNRE1GjaDl3en6r3ezXEr3JNxIaHIvrudSjSU+Hq6V2oMlP+BAC7ooFWfkAdV2jHWFEe7u4MZkfGv24JaOIvNfqLjrl7HQDg6umT7zmi7lwDAHj4BRgMj2ovtEaj7gMBaDtR3c41laSg0WDbV++geb//oXbLroV/AvlIjYvEzu9G441vVhW6h7g5y+Xm7WcwlGPu3UDwoil4c9bveiG649tR2Pn9R3ih52AMnbMJj6+fx9JhbRBz70a+j+MdoH2OoiAg7uGdYpWZjDubBBxLBj+hDHB15dzYjo4v+xLg5SxBbZ+8byRlRppuqkcXD698z5GeGAMA8PQvb3SfF18drrude47n46tnIVuRie5jvi1UuQsiiiK2ff0/NO4xCHXb599xzRBLlSuHSpGFTV8MRef3piCwQTPd/aGng3Fx9zpUb9IWbYd+gkp1mqDn2FnISI7Hzpkf5XtOJ9enndpSYwwPySLzeJwFBMUA2QwhPR4e/Nh2dGzKLiFNy0pxJ0Wjd58i4+mcznInl/xP8F8TsZOLm9FdqjdpA4lEAlEUkRT5EADw6N9zOLHuR4xYuAsZibF5jkmLj9HdzkpNQsp/YeNVtiKksvx74pzasAAJj++h39QluuNyy0pN0nscqUwOqUwOr7IVLFquHHt/HA/fitXQ/pmOYBd3rgEAVP+vlzUA1HypIyQSCR5ePYOY+zdRvmZ9g+d0cn36+89WZJpUDiq6TA2wOVJEj3ISVJCyXVsuB5ydGcyOjsFcQqp7SeDnAiTlWgtBKnv661cps/I93rNMeSRHPURWWpLRfZzdPODu44+M5HhI/ht7cv6PVVApsvDrhz0KLOP+nyZi/08TAQCT9t0p8Hrr2W0rkBz1EPP7GQ6x3Ja/0x4A4FuxGr7YH2bRcgHAvwe3IfRUMD7dejHPde9H17TXmr3LVdbd5+zmDjefMshMTsDDkDNGg1mSa0xPfl+SyLwOxopo5A285AGU5llReW25dChVf2W1Wo1du3ahV69ekJlY6zIXiUSCpmX1f91uXr660FAVUPuqXLcJAG1nKZXCeIjLnLU1b//AmgAA0YK9Z4ozb7Qly5X45D52/jAGg2eug6dfQJ7tmSkJAAAnZ/2xzDnN1BlJcUbPnXshC1NW/iLzuZYK7EsAxFI6pEoiYW/s0qJQNeZ169Zh5EjDw03Wrl2Ld955p8gFmTlzJr7++muD2w4fPoxu3boV+dxRUVFYsmQJ1q5di6ioqCKfp7galZHiZKQA9X+ZJHd2gU+Fqv/VhPMfJFK/cx/cOL4bGlU2wq+cxvOtX86zj6DR6ELn+TbdAQADZ6zGwBnGF3RIinyAua9qZxB745tf8VKft01+Pl/sz3+SjUt71mP7N+8ByFvTtVS5NCoVNk8ZhlYDR6FWi7yTjADaL0TpibEQNGq9+3OGoznn0zs+OyNNd9s/sJZJZSLzic8GNkYC/SoAnqWs5sxOX6VHob5+9evXD2fOnMHcuXPh7a0/TGTOnDlFrkFlZWVh8eLFevc9//zzCAoKwrVr19CmTZsinTeHWq3Gyy+/jEmTJhXrPMXlJpfkmXCkSv0XAQDpCdFQ/RcMhjTuMRj+gbUBAOe2rzS4z5MbF6FWKlC+dgM836bgJmJH9OfPX0Imd0K3D6cb3adSXe1ELqnxT7+kqbOVui81xpqxASAlLhKAtne8b4VAcxSZCkkjAn9EAfcKXtnTobAZu/Qo1F/a19cXrVq1wsSJEzFnzhy9baGhodi5c2eRCrF27VrExek3H27duhVvvPEGGjZsCHf3wk3v+KzAwEB06tQJY8eOhZubda8LvvhMc3btltqWAFEUkRhhfHEEuZMz+n+1DDK5E26d2Ic7Zw7rbRcEAUdWfge5swsGfL2y0OOJ8xN66gBmdq2MBa83RmJEuNnOa26hp4Nxae96vPnDhnyXcsypfT/695zuvvDLpyAKArwDKqHGi+2NHhv34DYAoFbzTuYpNBXZ6QTgVGrpmMrTyUnCTl+lSJH/0q1bt85z36xZswp9Ho1Gg/nz8y54ULdu3SKVKz8SiQQ+PvmPF7a0ih5SBHo+Dc0GXftBJteOv40Ju57vsbWad8LA79ZAKpVhy5RhCAnejKzUJMQ9vIPNXwzBw6v/YMjsjajaqIVZy3xu+y/ISIpDbHgobhzfbdZzm0tqXCS2T38Pr3+9Ar4Vq+a7b+PuA9GgSz/cPXsYVw9uRXLUIwQvmgKpXI5+Xy41uha2MjNdN0TqhZ6Dzf4cqPDuZwLbYwGVg2eWp6eDP0HSU+S/dk5TdqtWrXT3Xbx4EYcPHzZ2iEFBQUG4f/++3nkAwNXVvKse5XB2zmd+zBLSuvzTX7unXwBe6vsOAOBByD8FHvtCj8EY/dtp1GreCft+/Aw/dK+KtWNeg0eZchi75SLqd+pj9vK2fOMDePiWRbma9dCwSz+zn7+4BEHA1i9HoFG319HAxPINmb0JL4/+Bgd//hrzBzSEk4sb/rf0QL5rSN+7cByiKMK3YjXUafuKmUpPxZWuBjZFAnGiY15/lcsBFxfHfG5kmEQs4oXhBw8eoEaNGli+fDlmzJiB6GjtQgydO3fGsWPHTD5P06ZNERoainXr1uHNN9/U3V+cHr/5qV69Oh4+fGjRxzDF2lAVYv7rXJ0S8wTz+taDV0AlTNp722plovzt+G40LuxcjQHTVhZrzm2ynKY+wAvujjWkytdXxt7YpUyx/9qurq4YN26c7ufjx4/j3Llzxg/I5eDBgwgJCcE777yD8uWNz2jliFqXfzrmw6d8FbQbNg5JEeG4d/64FUtFxigz03Hz+G4ENmyBl14zvec6lawrKUBwIhxmIKhcru2NTaWLWV6+o0eP1rt2a+q15jlz5kAmk2HixIkmP5ZCocCCBQvQrl07+Pn5wcnJCRUqVEC7du2wYMECKJXKgk9ioqNHj2LIkCEIDAyEi4sL/P390b17dwQFBRW7tl3HV4KyuVrrXx79DWq16IKDS76GIBhe8IKs5+9Ni6HKVmDQzHUmzzxG1hGjBDZFAZlm7ABpLR4eMrN25CT7YJZg9vb2xkcfPZ1jeM+ePbh582a+x1y4cAHHjx/HwIEDUbNmTZMeJzIyEs2aNcOECRNQtmxZ7NmzB8ePH8eQIUPwzz//YMKECejcuTPUanXBJ8uHQqHA0KFD8d5776Fbt27Yt28fdu7ciebNm+Pw4cMYNGgQBg8eDJWq6OM1JBIJ2lZ4+gEvlckwdM4mZKYk4q81s4tVfjKv6LvX8c+mJRg+Pwhlq9a2dnHIBCoRCIoS8bB4HwVWJZMBbm4M5dLIbA0+48aN03XYEkWxwFpzznCryZMnm/wY77zzDm7cuIFq1aph+/btaN++va6m/PHHHwMAzpw5g82bNxfxWWjLPnDgQJw+fRoXL17Eu+++ixdeeAG9evVCcHAw3nrrLQDaTmuff/55kR8HAOo+U2t29ymDUauP4fbpP3Fh19pinZvMIzn6MbZ+OQIDv1tr9pW5yPL+igf+SbPPIVWenqwtl1Zme7mWK1cO//vf/3Q/b9myBQ8ePDC4b1hYGHbu3ImePXvihRdeMOn8iYmJuh7fNWrUgPyZcar9+/fX3Q4JCSlc4XP55ZdfsG/fPixevBj+/v562yQSid7sZEuXLkV4eNHH9T5bawa06zK/t/IQEh6F4fDybyBoNEaOJku7cXw39s37DMPnB6FO29I5YYsjCMsAdsQCGju6AsHaculm1u+Rn3/+uW4OarVajR9//NHgfnPnzoUgCIWqLbu5ucHDwwMAULVq3nGqVapU0d1OTU3Ns90Uoihi7ty5cHJywssv553yEgCqVaumu63RaLBv374iPVaOur4SlHtmzhMnF1f0/PQHNHllCLKzMop1fio6zzLlMGzeNpSpYtqlFrJdqWpgYwSQaO2CmIi15dLNrMFco0YNDB78dOKFNWvWICYmRm+fqKgobNiwAa1atULHjh1NPrebmxsOHjyIOXPmGJyQ5P79p7NmFfUa882bN3H//n2oVCr4+PhALpfn+efpqT+PclhY/vNFF0QikaBrZcNf5QOq14Grp7fBbWR51V7IO4kO2S8RwN5o4IZCt4qqTZLLWVsu7cy+7OPkyZOxefNmiKKo60E9e/bTzkwLFy6EUqksVG05R9u2bdG2bVvdzwkJCfjtt9+wevVqvTAuao/pixcvAgDKli2L48dNG7bk51f8FYaqeUnxnI+AsBQHGnxJZKMuJgORCuDlMgBscACEtzdry6Wd2YO5UaNG6NWrF/bv3w8AWL58OaZMmQIfHx+kpKRgxYoVqF+/Pvr0KfoMVeHh4Zg9ezaCgoIwcOBAbNy4Eb6+vqhRo0axyp4zX3d6ejoaNGhQom+OLpVluJ+qhobZTGRxkQpgSxTQv6IELoLtvOlcXCRwcbHDnmpkVhZ5BUyZMkV3OzU1FUuXLgUArFixAqmpqZg0aVKRQk+j0eCbb75B3bp18eDBA4SEhGDlypVo0qSJWcqdnZ0NQDtcKjQ01CznNJWfiwQvBfANSVRSlCKwJVJEhMZ2aqfe3nbUQ40sxiJJ0LZtW7Rr107386JFi5CUlISFCxeiatWqGDp0aKHPKQgCBg0ahBkzZqBz587Yv3+/wU5gxVGmTBnd7T/++KPA/UVRNNrzvCjaVJDC3extGESUnyNxIs5nWH9IlYeHFHK57XxJIOux2Esx9zXk2NhY9OrVC9HR0ZgwYQKcjKzek58NGzZgx44dAICpU6fmGS5lDo0aNdLdXrx4MWJjY/Pdf8+ePfjtt9/M9viuMgnaV2Stmaik3UoDdscBgpUqrFIpV5Cipyz2SujduzcaN26s+/ns2bPw9/fH+++/X6Tz7dmzR3e7oKUbi9r5q0WLFihbtiwA7fXmN954A2lpaQb3TUpKwvjx49G3b98iPZYxL/hLEWCZhbWIKB9JKu2QqhQrPLaXlwxSKWvLpFXkYFYoFHr/G/LFF1/o/fzJJ5/A3d093/MZ+zkzM1N3O3dI5wgODs5zrCAIePLkid5+uafRfHZYlZOTE8aOHav7+dSpU2jRogX27t2r21cURQQHB6Ndu3aoW7eu2a5v55BKJOhWhdeZiKxBALArGriTDaCEctLJScLhUaSnyMGc0znqzp07RvcZPHiwbh5sDw8PfPLJJwWeL8etW7f0fs4dgN999x1mzZqFS5cuYdOmTWjTpg3WrVun237+/Hn8888/GDBgAO7evau7X6lUIj4+XvdzREREnnJMmjQJLVq00CtXnz594OPjgxo1asDd3R29evVCTEwMli9fbvT5FEc1Lyma+LNZi8haziQCx5JRIqtUeXtLOTyK9BTqZZeSkoJ///0XGzZswOjRowFop7CcP38+Ll68iKioKL39ZTKZbj7p999/X69zFQDEx8fj8uXLWLZsGaZPn6637e2338bOnTtx48YNZGZmYsyYMbopMlUqFaZOnYpmzZphxIgR6N27N06ePAkXFxcA2rWiczqgderUCdnZ2bh06RLGjx+v63kNAO+++y5OnTqldy3Z2dkZf/75Jzp16qRXnszMTDx48AAKhQJly5ZFcHCw3ixg5ta5shTehb8UT0Rm8jgLCIoBsi3YxOzhIYWzM7+Ekz6JWIgLsuvWrcPIkcYXiH/rrbfw+++/692nUCjw/PPP4++//0ZgYKDetq+++grff/99gY97+PBhdOvWDbdu3cJnn32GEydOwMnJCR07dsT06dPx4osvAgDmz5+PGTNmoGrVqvj2228xYMAAANpab7169Yye/8svv8TMmTP17hNFEZs2bcK6detw+fJlpKeno2rVqujTpw8mT56MgICAAstdXPdSBATd51zZRNbWo5wEFaTmHe8skwEBAXLWlimPQgUzlbx9D9W4nsg/EZG1NfIGXvIAzPWJ6e8vY22ZDOKrwsZ1qyyDB8c2E1ndtVRgXwIgmuFTk03YlB++Mmycq1yC7oHspU1kC+KzgY1RQHoxWp/lcsDLix+9ZBxfHXagjq8UdX15HYrIFmhE4I8o4J6q4H0N8fXldWXKH4PZTnQPlMGLvbSJbMbpBOBUauGm8vT0lMLJiaFM+WMw2wl3uQR9qstKas4DIjLB/UxgeyygNuFqk1zOaTfJNHyV2JFATynn0iayMelq7VSe8aLxr80SCZuwyXT8lLczrctLUcOLb24iW7M/RsS/WdoQfpa3t4xN2GQyBrOdkUgkeK0arzcT2aIrKUBwIvQ+Wd3dpXB350ctmY6vFjvk7sTrzUS2KkYJbIoCMiUSyOXaubCJCoOvGDvF681EtkslAntjRbj7yHhdmQqNn+x2rHV5KWp5801PZGskAPpWl8GDs3tREfBVY8ckEm2TdoCrtUtCRLl1rCRFDTZhUxHxlWPnXGQSvFFLzvm0iWxEXV8JWpXnNLpUdAxmB+DjLMHrNWWQs1WbyKoquUvQuxpDmYqHwewgKnlI8So/EIispowLMLCWDE5SfkOm4mEwO5C6flJ0ZE9tohLnIQcG1ZLDjc1WZAb8FHcwrSvI0NifHw5EJcVZCgysJYevC993ZB4MZgfUI1CGap78kCCyNCmAfjVkqODO9xuZD4PZAckk2s5glT34YUFkSa9UlaEmh0WRmfEV5aCcZRIMqiVDRX6TJ7KIDhWlaOTPj1AyP76qHJiLTILBtWQo72btkhA5ljblpWhTgaMgyDIYzA7OVS7B4Npyzg5GZCZtK0jRoRJDmSyHwVwKuMsleLO2HGVcrF0SIvvWroIU7SsylMmyGMylhIeTBEOek8PX2dolIbJP7SpI0Y6hTCWAwVyKeP0Xzn6sORMVSoeKDGUqORJRFEVrF4JKVoZKRNA9DaKz+KcnKkjHilK0ZkcvKkEM5lJKqRGx474GD9P55ycypnMlKVpypSgqYQzmUkwjiNj7UIPQZL4EiHKTSYBXq8lQz49X+6jkMZhLOVEUcfiJgMvxgrWLQmQTXGXA6zVlCPRkKJN1MJgJAPB3tAanohjOVLr5OmsXpPB35Yx5ZD0MZtIJiRdw6LEGjGcqjSq6S/BGTRk8nBjKZF0MZtLzME3A7gcaZKqtXRKikvOcjwR9qsvgJGUok/UxmCmPlGwRO+9zOBWVDs0CpOhaWQqJhKFMtoHBTAapBRHBjzS4kcSXBzkmZynQs6oM9dnzmmwMg5nydTFWg2MRAq87k0Mp6wr0qyFHWXbyIhvEYKYCPUoTsIvXnclB1PeToGegDM4yhjLZJgYzmSQ1W8SucA0iM/lyIfskkwBdK0vxYgBn8iLbxmAmkwmiiNNRAs7ECOCLhuyJtzPQv7oMFT14PZlsH4OZCu1RuoB9DzRIVVm7JEQFq+srQY9AGdzkbLom+8BgpiJRqEUceqLBTfbaJhvlJgd6VJGhLntdk51hMFOxhCYJOPhYgyyNtUtC9NTzPtpaMmfxInvEYKZiS1dpxzzfS+VLiazLVQZ0ryJD/TKsJZP9YjCT2dxKEnA0QoN0XnsmK6jtox0G5claMtk5BjOZlVIj4lSUgEtx7LlNJcNDDnSuLEND1pLJQTCYySJiMrWdwyIy+PIiy5BKtPNct60ghQsnCyEHwmAmixFFEf8mivgrgp3DyLxqekvQtbKM6yaTQ2Iwk8VlqUX8FanBvwkim7epWPxcgK6VZajtw2ZrclwMZioxsVkiTkZpcDeFLzkqHGcp0KaCFM0DpJBxzWRycAxmKnERGQJORAp4lM6XHuVPLgFeKCtF6/JS9ramUoPBTFbzIFXAiSgBUVwYg54hkwAv+EvRuoIUXgxkKmUYzGR1t5MFnIrSIF5h7ZKQtekCubwUXs4MZCqdGMxkE0RRRGiyiPOxrEGXRjmB3Kq8FN4MZCrlGMxkcx6nCzgfK+BuCntxOzpnKdDYX4oW5RjIRDkYzGSzkpQiLsQKuJYoQCVYuzRkTr7OwEsBUjT25+QgRM9iMJPNy1KLCIkXcCle4Dzcdq6GlwQvBkhR21sCiYSBTGQIg5nshkYUcS9FxLVEAfdSRQh85doFNxnQyF+KpmWl8HNhGBMVhMFMdilTLeJmoraZOybL2qWhZ8kkQC1vCeqX0daO5ZwUhMhkDGaye7FZIq4lCLiZJCBDbe3SlF4SANW8JKjvJ8XzvhK48toxUZEwmMlhCKKI8FQRYSki7qbyenRJqeguQX0/Cer5cXYuInNgMJNDEkUR0Vn/hXSKgFg2d5uNkxSo6ilBDW8JantL4cvrxkRmxWCmUiElWxvQd1NEPEoXoeGrvlD8XYGaXlLU9JYg0JPXjIksicFMpY5KEBGZIeJJhogn6SIiMkRkc5y0Hg85UNlDgpreUtTwlsCHk38QlRgGM5V6gigiNgt4ki7owjq9FHUik0uACu4SVPKQoJK7BBU9GMRE1sRgJjIgWSkiTiEiPktEvEJ7O1EBqO383eIiA8q4SFDWFajkIUFFdynKuQFSTvZBZDMYzEQmEkQRyUpoA/u/0E7JBlKzbauGLZMAvi7aAC7jIkEZVwnK/PezB3tNE9k8BjORGWgEEWkqIFUlIkMFpKtEZKiBDJUIhQZQCTn/xFy3tf+encFMAm24yiSANOd/qfZ/N5kEbnLtNWB3Jwnc5YCHXPu/u1wCdyftNtaAiewXg5nIyjSiCLXwNIw5hzRR6cZgJiIisiFSaxeAiIiInmIwExER2RAGMxERkQ1hMBMREdkQBjMREZENYTATERHZEAYzERGRDWEwExER2RAGMxERkQ1hMBMREdkQBjMREZENYTATERHZEAYzERGRDWEwExER2RAGMxERkQ1hMBMREdkQBjMREZENYTATERHZEAYzERGRDWEwExER2RAGMxERkQ1hMBMREdkQBjMREZENYTATERHZEAYzERGRDWEwExER2RAGMxERkQ1hMBMREdkQBjMREZENYTATERHZEAYzERGRDWEwExER2RAGMxERkQ1hMBMREdkQBjMREZENYTATERHZEAYzERGRDWEwExER2RAGMxERkQ1hMBMREdkQBjMREZENYTATERHZEAYzERGRDWEwExER2RAGMxERkQ35P9au1PaetHpCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 创建数据\n",
    "gender_counts = [29, 16]  # 男性和女性人数\n",
    "gender_labels = ['Male', 'Female']  # 性别标签\n",
    "gender_colors = ['lightskyblue', 'lavender']  # 为男性和女性设置颜色\n",
    "\n",
    "# 创建图形和轴\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 定义autopct参数的格式，显示人数，比例放在括号内\n",
    "def autopct_format(pct):\n",
    "    total = sum(gender_counts)\n",
    "    val = int(round(pct*total/100.0))\n",
    "    return f'{val}\\n ({pct:.2f}%)'\n",
    "\n",
    "# 绘制饼状图，同时显示人数和比例\n",
    "wedges, texts, autotexts = ax.pie(gender_counts, labels=gender_labels, autopct=autopct_format, startangle=90, colors=gender_colors)\n",
    "\n",
    "# 设置饼状图的标题\n",
    "# ax.set_title('Gender Distribution', fontsize=20)\n",
    "for text in texts:\n",
    "    text.set_fontsize(25)\n",
    "    \n",
    "for autotext in autotexts:\n",
    "    autotext.set_fontsize(22)  # 设置百分比数字的大小\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c8ac3de0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 数据\n",
    "models = ['STSTNet', 'RCN-A', 'FR']\n",
    "UAR_values = [0.4794, 0.4192, 0.4467]\n",
    "UF1_values = [0.4634, 0.4285, 0.4371]\n",
    "\n",
    "# 设置柱状图的宽度\n",
    "bar_width = 0.3  # 柱子宽度\n",
    "bar_gap = 0.08   # 同一类别柱子之间的间距\n",
    "category_gap = 0.5  # 不同类别之间的间距\n",
    "\n",
    "# 创建图形和轴\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "\n",
    "# 设置纵坐标的范围为0到0.6\n",
    "ax.set_ylim(0, 0.6)\n",
    "\n",
    "# 去掉边框\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "\n",
    "# 添加几条水平线\n",
    "ax.yaxis.grid(True, linestyle='--', linewidth=0.7, color='gray', alpha=0.7)\n",
    "ax.set_axisbelow(True)\n",
    "\n",
    "# 设置坐标轴上文字的大小\n",
    "ax.tick_params(axis='both', which='major', labelsize=18)\n",
    "\n",
    "# 绘制横轴线在纵坐标为0的位置\n",
    "ax.axhline(y=0, color='black', linestyle='-')\n",
    "\n",
    "# 设置柱状图的位置\n",
    "index_UAR = np.arange(len(models)) * (bar_width + bar_gap + category_gap)\n",
    "index_UF1 = index_UAR + bar_width + bar_gap\n",
    "\n",
    "# 绘制柱状图并添加数值标签\n",
    "plt.bar(index_UAR, UAR_values, width=bar_width, label='UAR', color='lightskyblue')\n",
    "for i, v in enumerate(UAR_values):\n",
    "    ax.text(index_UAR[i], v + 0.005, f'{v:.4f}', ha='center', fontsize=18)\n",
    "\n",
    "plt.bar(index_UF1, UF1_values, width=bar_width, label='UF1', color='lavender')\n",
    "for i, v in enumerate(UF1_values):\n",
    "    ax.text(index_UF1[i], v + 0.005, f'{v:.4f}', ha='center', fontsize=18)\n",
    "\n",
    "# 添加图例\n",
    "plt.legend(fontsize=18)\n",
    "\n",
    "# 设置x轴刻度标签\n",
    "plt.xticks(index_UAR + (bar_width + bar_gap) / 2, models)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "06e2ced6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 数据\n",
    "models = ['STSTNet', 'RCN-A', 'FR']\n",
    "UAR_values = [0.8410, 0.8355, 0.7932]\n",
    "UF1_values = [0.8403, 0.8246, 0.8065]\n",
    "\n",
    "# 设置柱状图的宽度\n",
    "bar_width = 0.3  # 柱子宽度\n",
    "bar_gap = 0.08   # 同一类别柱子之间的间距\n",
    "category_gap = 0.5  # 不同类别之间的间距\n",
    "\n",
    "# 创建图形和轴\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "\n",
    "# 设置纵坐标的范围为0到0.6\n",
    "ax.set_ylim(0, 1.0)\n",
    "\n",
    "# 去掉边框\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "\n",
    "# 添加几条水平线\n",
    "ax.yaxis.grid(True, linestyle='--', linewidth=0.7, color='gray', alpha=0.7)\n",
    "ax.set_axisbelow(True)\n",
    "\n",
    "# 设置坐标轴上文字的大小\n",
    "ax.tick_params(axis='both', which='major', labelsize=18)\n",
    "\n",
    "# 绘制横轴线在纵坐标为0的位置\n",
    "ax.axhline(y=0, color='black', linestyle='-')\n",
    "\n",
    "# 设置柱状图的位置\n",
    "index_UAR = np.arange(len(models)) * (bar_width + bar_gap + category_gap)\n",
    "index_UF1 = index_UAR + bar_width + bar_gap\n",
    "\n",
    "# 绘制柱状图并添加数值标签\n",
    "plt.bar(index_UAR, UAR_values, width=bar_width, label='UAR', color='lightskyblue')\n",
    "for i, v in enumerate(UAR_values):\n",
    "    ax.text(index_UAR[i], v + 0.005, f'{v:.4f}', ha='center', fontsize=18)\n",
    "\n",
    "plt.bar(index_UF1, UF1_values, width=bar_width, label='UF1', color='lavender')\n",
    "for i, v in enumerate(UF1_values):\n",
    "    ax.text(index_UF1[i], v + 0.005, f'{v:.4f}', ha='center', fontsize=18)\n",
    "\n",
    "# 添加图例\n",
    "plt.legend(fontsize=18)\n",
    "\n",
    "# 设置x轴刻度标签\n",
    "plt.xticks(index_UAR + (bar_width + bar_gap) / 2, models)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b9ad5864",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_29816\\1482196504.py:83: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "\n",
    "# Data\n",
    "models = ['STSTNet', 'RCN-A', 'FR']\n",
    "UAR_values_1 = [0.3694, 0.3892, 0.4167]\n",
    "UF1_values_1 = [0.3534, 0.3785, 0.4271]\n",
    "UAR_values_2 = [0.8010, 0.7555, 0.8255]\n",
    "UF1_values_2 = [0.7916, 0.7646, 0.8146]\n",
    "\n",
    "# Settings for the bar chart width\n",
    "bar_width = 0.3  # Width of the bars\n",
    "bar_gap = 0.08   # Spacing between bars of the same category\n",
    "category_gap = 0.5  # Spacing between different categories\n",
    "\n",
    "# Create the figure and two subplots\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 5), gridspec_kw={'wspace': 0.19})\n",
    "\n",
    "# ---- First subplot ----\n",
    "ax1.set_ylim(0.0, 1.0)\n",
    "ax1.spines['top'].set_visible(False)\n",
    "ax1.spines['right'].set_visible(False)\n",
    "ax1.spines['left'].set_visible(False)\n",
    "ax1.spines['bottom'].set_visible(False)\n",
    "ax1.yaxis.grid(True, linestyle='--', linewidth=0.7, color='gray', alpha=0.7)\n",
    "ax1.set_axisbelow(True)\n",
    "ax1.tick_params(axis='both', which='major', labelsize=24)\n",
    "ax1.axhline(y=0, color='black', linestyle='-')\n",
    "\n",
    "# Set the position of the bar chart\n",
    "index_UAR_1 = np.arange(len(models)) * (bar_width + bar_gap + category_gap)\n",
    "index_UF1_1 = index_UAR_1 + bar_width + bar_gap\n",
    "\n",
    "# Draw the first subplot's bar chart and add value labels\n",
    "ax1.bar(index_UAR_1, UAR_values_1, width=bar_width, label='UAR', color='lightskyblue')\n",
    "for i, v in enumerate(UAR_values_1):\n",
    "    ax1.text(index_UAR_1[i], v + 0.005, f'{v:.4f}', ha='center', fontsize=20)\n",
    "\n",
    "ax1.bar(index_UF1_1, UF1_values_1, width=bar_width, label='UF1', color='lavender')\n",
    "for i, v in enumerate(UF1_values_1):\n",
    "    ax1.text(index_UF1_1[i], v + 0.005, f'{v:.4f}', ha='center', fontsize=20)\n",
    "\n",
    "ax1.legend(fontsize=24)\n",
    "ax1.set_xticks(index_UAR_1 + (bar_width + bar_gap) / 2)\n",
    "ax1.set_xticklabels(models)\n",
    "\n",
    "# Format y-axis ticks to show two decimal places\n",
    "formatter = FuncFormatter(lambda y, _: f'{y:.2f}')\n",
    "ax1.yaxis.set_major_formatter(formatter)\n",
    "\n",
    "# ---- Second subplot ----\n",
    "ax2.set_ylim(0.0, 1.0)\n",
    "ax2.spines['top'].set_visible(False)\n",
    "ax2.spines['right'].set_visible(False)\n",
    "ax2.spines['left'].set_visible(False)\n",
    "ax2.spines['bottom'].set_visible(False)\n",
    "ax2.yaxis.grid(True, linestyle='--', linewidth=0.7, color='gray', alpha=0.7)\n",
    "ax2.set_axisbelow(True)\n",
    "ax2.tick_params(axis='both', which='major', labelsize=24)\n",
    "ax2.axhline(y=0, color='black', linestyle='-')\n",
    "\n",
    "# Set the position of the bar chart\n",
    "index_UAR_2 = np.arange(len(models)) * (bar_width + bar_gap + category_gap)\n",
    "index_UF1_2 = index_UAR_2 + bar_width + bar_gap\n",
    "\n",
    "# Draw the second subplot's bar chart and add value labels\n",
    "ax2.bar(index_UAR_2, UAR_values_2, width=bar_width, label='UAR', color='lightskyblue')\n",
    "for i, v in enumerate(UAR_values_2):\n",
    "    ax2.text(index_UAR_2[i], v + 0.005, f'{v:.4f}', ha='center', fontsize=20)\n",
    "\n",
    "ax2.bar(index_UF1_2, UF1_values_2, width=bar_width, label='UF1', color='lavender')\n",
    "for i, v in enumerate(UF1_values_2):\n",
    "    ax2.text(index_UF1_2[i], v + 0.005, f'{v:.4f}', ha='center', fontsize=20)\n",
    "\n",
    "ax2.legend(fontsize=24)\n",
    "ax2.set_xticks(index_UAR_2 + (bar_width + bar_gap) / 2)\n",
    "ax2.set_xticklabels(models)\n",
    "\n",
    "ax2.yaxis.set_major_formatter(formatter)\n",
    "\n",
    "# Adjust layout and display the figure\n",
    "plt.tight_layout()\n",
    "\n",
    "# Add a title at the bottom of the figure\n",
    "fig.text(0.301, -0.06, '(a) Seven emotions classification', ha='center', fontsize=28, color='black')\n",
    "fig.text(0.724, -0.06, '(b) Three emotions classification', ha='center', fontsize=28, color='black')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c99c6e88",
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_excel_data(filename, sheetname, start_row, end_row, start_column, end_column):\n",
    "    workbook = load_workbook(filename, data_only=True)\n",
    "    sheet = workbook[sheetname]\n",
    "\n",
    "    data = []\n",
    "    for row in sheet.iter_rows(min_row=start_row, max_row=end_row,\n",
    "                               min_col=start_column, max_col=end_column):\n",
    "        row_data = []\n",
    "        for cell in row:\n",
    "            if cell.data_type == 'f' and cell.value in FORMULAE:\n",
    "                cell.value = cell.value\n",
    "            else:\n",
    "                cell.value = cell.value\n",
    "            row_data.append(cell.value)\n",
    "        data.append(row_data)\n",
    "\n",
    "    return np.array(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e4e3094d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 数据\n",
    "# emotions = ['happiness', 'surprise', 'sadness', 'fear', 'anger', 'disgust', 'tension', 'calmness']\n",
    "emotions = ['happiness', 'surprise', 'sadness', 'fear', 'anger', 'disgust', 'tension']\n",
    "\n",
    "eeg_scores = read_excel_data(filename, sheetname, 52, 52, 2, 8)*100\n",
    "eeg_scores = eeg_scores.flatten().tolist()\n",
    "face_scores = read_excel_data(filename, sheetname, 53, 53, 2, 8)*100\n",
    "face_scores = face_scores.flatten().tolist()\n",
    "eeg_face_scores = read_excel_data(filename, sheetname, 54, 54, 2, 8)*100\n",
    "eeg_face_scores = eeg_face_scores.flatten().tolist()\n",
    "\n",
    "eeg_std = read_excel_data(filename, sheetname, 57, 57, 2, 8)*100\n",
    "eeg_std = eeg_std.flatten().tolist()\n",
    "face_std = read_excel_data(filename, sheetname, 58, 58, 2, 8)*100\n",
    "face_std = face_std.flatten().tolist()\n",
    "eeg_face_std = read_excel_data(filename, sheetname, 59, 59, 2, 8)*100\n",
    "eeg_face_std = eeg_face_std.flatten().tolist()\n",
    "\n",
    "# 设置柱状图的宽度\n",
    "bar_width = 0.25\n",
    "\n",
    "# 设置柱状图的位置\n",
    "index = range(len(emotions))\n",
    "eeg_positions = [i for i in index]\n",
    "face_positions = [i + bar_width for i in index]\n",
    "eeg_face_positions = [i + 2 * bar_width for i in index]\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.bar(eeg_positions, eeg_scores, yerr=eeg_std, align='center', alpha=0.7, width=bar_width, label='ME', color='lightskyblue', capsize=5, error_kw={'ecolor': 'gray', 'elinewidth': 1})\n",
    "plt.bar(face_positions, face_scores, yerr=face_std, align='center', alpha=0.7, width=bar_width, label='PS', color='lightgray', capsize=5, error_kw={'ecolor': 'gray', 'elinewidth': 1})\n",
    "plt.bar(eeg_face_positions, eeg_face_scores, yerr=eeg_face_std, align='center', alpha=0.7, width=bar_width, label='ME+PS', color='lavender', capsize=5, error_kw={'ecolor': 'gray', 'elinewidth': 1})\n",
    "\n",
    "# 设置x轴标签和标题\n",
    "plt.xticks([i + bar_width for i in index], emotions)\n",
    "plt.tick_params(axis='both', labelsize=16) \n",
    "# plt.xlabel('Emotion', fontsize=16)\n",
    "plt.ylabel('Accuracy(%)', fontsize=18)\n",
    "# 添加图例\n",
    "plt.legend(fontsize=18)\n",
    "\n",
    "plt.savefig(r'E:\\10.Doctoral materials\\0.Micro-expression\\3.papers\\PPG+RSP+EDA+MEs\\PICS\\bar2.png', dpi=800, bbox_inches='tight')\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dcbb42a8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:TF_2G]",
   "language": "python",
   "name": "conda-env-TF_2G-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "373px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
